Professor Ir. Dr. Nor Ashidi Mat Isa

Infografik Nor Ashidi Mat Isa 2021

Last Updated on 04.04.2021

Personal Info


Ph.D, Universiti Sains Malaysia.

Bachelor of Engineering, Universiti Sains Malaysia.

Tel : +604 5996003
Fax : +604 5996909
Email : Alamat emel ini dilindungi dari Spambot. Anda perlu hidupkan JavaScript untuk melihatnya.

Researcher Identifiers
Researcher ID : I-7826-2017
ORCID : 0000-0002-2675-4914
Scopus Author ID : 6603297760
Google Scholar ID : aMFq5CgAAAAJ
USM Expertise Link : ashidi/usmexpertise

Last Updated on 27.05.2021

Specializations

  1. Artificial intelligence (intelligent system, neural network)
  2. Image processing (image reconstruction, noise filtering, enhancement, segmentation, features extraction)
  3. Biomedical engineering (intelligent disease diagnosis, medical imaging)
  4. Algorithm

 Last Updated on 23.06.2020

 

Research Interest

  1. Development of intelligent medical diagnostic system (i.e. cervical cancer, breast cancer, malaria parasite, sperm & infertility, blood cells diseases, chromosome abnormality, etc.)
  2. Improvement of quality and contrast of digital images (i.e. medical, underwater, microscopic and others) and videos.
  3. Improvement of architecture and learning algorithms of artificial neural networks.
  4. Improvement of nature-inspired metaheuristic algorithms.
  5. Improvement of image segmentation and features extraction approaches for digital images (i.e. medical, underwater, microscopic and others) and videos.
  6. Improvement of intelligent clustering algorithm for data grouping and digital images including medical images (i.e. microscopic, x-ray, ultrasound etc.).

Last Updated on 23.06.2020

Publications

Journal Papers Indexed by Web of Science (WoS) with Impact Factor – ISI

  1. Nor Hidayah Saad, Nor Ashidi Mat Isa, Abdullah Amer Mohammed Salih. 2020. Local Neighbourhood Image Properties for Exposure Region Determination Method in Nonuniform Illumination Images. IEEE Access. Volume 8, Pp. 79977 – 79997. (Impact factor: 4.098 – Q1)
  2. Hisham Haider Yusef Sa’ad, Nor Ashidi Mat Isa, Md. Manjur Ahmed. February 2020. A Structural Evolving Approach for Fuzzy Systems. IEEE Transactions on Fuzzy Systems. Volume 28, No 2, pp. 273-287. (Impact factor: 8.759 – Q1)
  3. Koon Meng Ang, Wei Hong Lim, Nor Ashidi Mat Isa, Sew Sun Tiang, Chin Hong Wong. 2020. A Constrained Multi-Swarm Particle Swarm Optimization Without Velocity for Constrained Optimization Problems. ELSEVIER Expert Systems with Applications. Volume 140. pp. 1- 23. (Impact factor: 4.292 – Q1).
  4. Nadia A. AL-Rousan, Nor Ashidi Mat Isa, Mohd Khairunaz Mat Desa. 2020. Correlation Analysis and MLP/CMLP for Optimum Variables to Predict Orientation and Tilt Angles in Intelligent Solar Tracking Systems. WILEY International Journal of Energy Research. Accepted for publication on 1 June 2020. (Impact factor: 3.343).
  5. Mohammed Alswaitti, Mohanad Albughdadi, Nor Ashidi Mat Isa. 2019. Variance-based differential evolution algorithm with an optional crossover for data clustering. ELSEVIER Applied Soft Computing. Volume 80. Pp. 1 – 17. (Impact factor: 4.873 – Q1)
  6. Siu Fong Tan, Nor Ashidi Mat Isa. December 2019. Exposure Based Multi-Histogram Equalization Contrast Enhancement for Non-Uniform Illumination Images. IEEE Access. Volume 7. Issue 1. pp. 70842 – 70861. DOI: 10.1109/ACCESS.2019.2918557. (Impact factor: 4.098 – Q1)
  7. Nawaf H. M. M. Shrifan, Muhammad Firdaus Akbar, Nor Ashidi Mat Isa. December 2019. Prospect of Using Artificial Intelligence for Microwave Nondestructive Testing Technique: A Review. IEEE Access. Volume 7. pp. 110628 – 110650. (Impact factor: 4.098 – Q1)
  8. Dhamyaa H. Al-Nuaimi, Ivan A. Hashim, Intan S. Zainal Abidin, Laith B. Salman, Nor Ashidi Mat Isa. 2019. Performance of Feature-Based Techniques for Automatic Digital Modulation Recognition and Classification—A Review. MDPI Electronics. Volume 8, No 12, Paper No 1407. (Impact factor: 1.764 – Q3).
  9. Wan Muhammad Syahrir Wan Hussin, Mohd Naim Mohd Jain Noordin, Nor Ashidi Mat Isa. 2019. Nonlinear Local-pixel-shifting Color Constancy Algorithm. SPRINGER Multimedia Tools and Applications. Volume 78, pp. 10401-10448. 2019. 1007/s11042-018-6566-4. (Impact factor: 2.101 – Q2).
  10. Teck Long Kong, Nor Ashidi Mat Isa. April 2018. Bi-histogram modification method for non-uniform illumination and low-contrast images. Springer Multimedia Tools and Applications. Volume 77, No. 7, pp.8955-8978. (Impact factor: 1.530 – Q2),
  11. Nadia Rousan, Nor Ashidi Mat Isa, Mohd Khairunaz Mat Desa. 2018. Advances in Solar Photovoltaic Tracking Systems: A Review. ELSEVIER Renewable and Sustainable Energy Reviews. Volume 82, pp. 2548-2569, 2018 (Impact factor: 8.050 – Q1)
  12. Mohammed Alswaitti, Mohamad Albughdadi, Nor Ashidi Mat Isa. 2018. Density-based particle swarm optimization algorithm for data clustering. ELSEVIER Expert Systems with Applications. Volume 91, 170-186, 2018. (Impact factor: 3.928 – Q1).
  13. Hesham Haider, Nor Ashidi Mat Isa, Md Manjur Ahmed, Adnan Haider. 2018. A robust structure identification method for evolving fuzzy system. ELSEVIER Expert Systems with Applications. Volume 93, pp. 267-282, March 2018 (Impact factor: 3.928 – Q1).
  14. Mohammed Alswaitti, Mohamad Khairi Ishak, Nor Ashidi Mat Isa. 2018. Optimized gravitational-based data clustering algorithm. ELSEVIER Engineering Applications of Artificial Intelligence. Volume 73, pp. 126–148. (Impact factor: 1.962 – Q1).
  15. Eng Keong Tan, Mohamad Adzhar Md Zawawi, Mohamed Fauzi Packeer Mohamed, Nor Ashidi Mat Isa. December 2018. Practical System-on-Chip Repeater Design with Hybrid Meta-Heuristic Techniques. IEEE Access. Volume 6, Issue 1, pp. 46334-46345. (Impact factor: 3.557 – Q1).
  16. Abdullah Amer Mohammed Salih, Khairunnisa Hasikin, Nor Ashidi Mat Isa. 2018. Adaptive Fuzzy Exposure Local Contrast Enhancement. IEEE Access. Volume 6, Issue 1, pp. 58794-58806. (Impact factor: 3.557 – Q1).
  17. Wei Hong Lim, Nor Ashidi Mat Isa, Sew Sun Tiang, Teng Hwang Tan, Elango Natarajan, Chin Hong Wong, Jing Rui Tang. 2018. A Self-Adaptive Topology Connectivity-based Particle Swarm Optimization. IEEE Access. Volume 6, Issue 1. pp. 65347-65366. (Impact factor: 4.098 – Q1)
  18. Mohd Naim Mohd Jain Noordin, Nor Ashidi Mat Isa, Wei Hong Lim. 2017. Saturation avoidance color correction for digital color images. SPRINGER Multimedia Tools and Applications. Vol. 76. pp. 10279-10312. 10.1007/s11042-016-3620-y. (Impact factor 1.058 – Q2).
  19. Teck Long Kong, Nor Ashidi Mat Isa. 2017. Enhancer-based contrast enhancement technique for non-uniform illumination and low-contrast images. Springer Multimedia Tools and Applications. Vol. 76. pp. 14305–14326. (Impact factor 1.058 – Q2).
  20. Md Manjur Ahmed & Nor Ashidi Mat Isa. May 2017. Knowledge base to fuzzy information granule: A review from the interpretability-accuracy perspective. ELSEVIER Applied Soft Computing. Vol. 54. pp. 121-140. (Impact factor: 2.679 – Q1)
  21. Jing Rui Tang & Nor Ashidi Mat Isa. June 2017. Bi-histogram Equalization Using Modified Histogram Bins. ELSEVIER Applied Soft Computing. Vol. 55. pp. 31-43. (Impact factor: 2.679 – Q1)
  22. Ahmad Shahrizan Abdul Ghani, Nor Ashidi Mat Isa. 2017. Automatic system for improving underwater image contrast and color through recursive adaptive histogram modification. ELSEVIER Computers and Electronics in Agriculture. Volume 141,September 2017,Pages 181–195. (Impact factor: 2.201 – Q1).
  23. Suheir M. ElBayoumi Harb, Nor Ashidi Mat Isa & Samy A Salamah. 2016. New adaptive interpolation scheme for image upscaling. SPRINGER Multimedia Tools and Applications. Volume 75,Issue 12,pp 7293-7325. (Impact factor 1.058 – Q2).
  24. Jing Rui Tang & Nor Ashidi Mat Isa. 2016. ‘Intensity exposure-based bi-histogram equalization for image enhancement’. Turkish Journal of Electrical Engineering & Computer Sciences Volume 24, No. 5, pp. 3564-3585. (Impact factor: 0.644 – Q3)
  25. Mritha Ramalingam & Nor Ashidi Mat Isa. August 2016. A data-hiding technique using scene-change detection for video steganography. ELSEVIER Computers & Electrical Engineering. Vol. 54. pp. 423-434. (Impact factor 1.570 – Q3).
  26. Yessi Jusman, Nor Ashidi Mat Isa, Siew Cheok Ng, Khairunnisa Hasikin & Noor Azuan Abu Osman. 2016. Automated cervical precancerous cells screening system based on FTIR spectroscopy features. SPIE Journal of Biomedical Optics. 21, No. 7, Paper no 075005, July 2016. (Impact factor: 2.530 – Q2).
  27. Jing Rui Tang, Nor Ashidi Mat Isa, Ewe Seng Ch’ng. 2016. Evaluating Nuclear Membrane Irregularity for the Classification of Cervical Squamous Epithelial Cells. PLOS ONE. http://dx.doi.org/10.1371/journal.pone.0164389. 21 pages. (Impact factor: 3.057 – Q1)
  28. Weng Chun Tan & Nor Ashidi Mat Isa. 2016. Automated Sperm Head Detection Using Intersecting Cortical Model Optimised by Particle Swarm Optimization. PLOS ONE. http://dx.doi.org/10.1371/journal.pone.0162985. 26 pages (Impact factor: 3.057 – Q1).
  29. Khairunnisa Hasikin, Nor Ashidi Mat Isa, Mahaneem Mohamed, Shahrel Azmin Suandi, Nahrizul Adib Kadri. 2016. A New Region-Based Adaptive Thresholding for Sperm Motility Segmentation. Malaysian Journal of Computer Science. Vol. 29. No. 4. pp. 272-286. (Impact factor: 0.476 – Q4).
  30. Mritha Ramalingam & Nor Ashidi Mat Isa. A Secured Representation of Data Hiding in Wavelet Transform Domain using Video Steganography. International Arab Journal of Information Technology. Corpus ID: 18553385. (Impact factor: 0.366 – Q4)
  31. Ahmad Shahrizan Abdul Ghani & Nor Ashidi Mat Isa. December Enhancement of Low Quality Underwater Image through Integrated Global and Local Contrast Correction. ELSEVIER Applied Soft Computing. Volume 37, pp. 332-344 (Impact factor: 2.679 – Q1)
  32. Ahmad Shahrizan Abdul Ghani, Nor Ashidi Mat Isa. 2015. Homomorphic filtering with image fusion for enhancement of details and homogeneous contrast of underwater image. Indian Journal of Geo-Marine Sciences. Volume 44. No. 12. pp. 1904-1919. (Impact factor 0.316 – Q4).
  33. Fadzil Ahmad, Nor Ashidi Mat Isa, Zakaria Hussain, Mohd Khusairi Osman & Siti Noraini Sulaiman, November 2015. A GA-Based Feature Selection and Parameter Optimization of an ANN in Diagnosing Breast Cancer. SPRINGER Pattern Analysis and Applications. Volume 18,Issue 4, pp 861-870 (Impact factor: 0.743 – Q3)
  34. Jing Rui Tang, Nor Ashidi Mat Isa & Ewe Seng Ch’ng. 2015. Fuzzy-C-Means-Clustering Approach: Quantifying Chromatin Pattern of Non- Neoplastic Cervical Squamous Cells. PLOS ONE. 10.1371/journal.pone.0142830 November 11, 2015, 15 pages. (Impact factor: 3.234 – Q1)
  35. Khairunnisa Hasikin & Nor Ashidi Mat Isa. Adaptive fuzzy intensity measure enhancement technique for non-uniform illumination and low-contrast images. SPRINGER Signal Image and Video Processing. Volume 9. pp. 1419-1442. DOI:10.1007/s11760-013-0596-1. (Impact factor: 1.430 – Q2)
  36. Hafizi Abu Samah, Nor Ashidi Mat Isa & Kenny Kal Vin Toh. 2015. Automatic False Edge Elimination using Locally Adaptive Regression Kernel. SPRINGER Signal Image and Video Processing. Volume 9. pp. 1339-1351. DOI:10.1007/s11760-013-0579-2. (Impact factor: 1.430 – Q2)
  37. Wei Hong Lim & Nor Ashidi Mat Isa, August 2015. Adaptive division of labor particle swarm optimization ELSEVIER Expert Systems with Applications. Volume 42, Issue 14, pp. 5887-5903. (Impact factor: 1.965 – Q1).
  38. Mritha Ramalingam & Nor Ashidi Mat Isa, September 2015. Fast Retrieval of hidden data using enhanced hidden Markov model in video steganography. ELSEVIER Applied Soft Computing. Volume 34. pp. 744-757. (Impact factor: 2.679 – Q1)
  39. Md Manjur Ahmed & Nor Ashidi Mat Isa. August Information granularity model for evolving context-based fuzzy system’. ELSEVIER Applied Soft Computing. Volume 33. Pp. 183-196. (Impact factor: 2.679 – Q1)
  40. Ahmad Shahrizan Abdul Ghani & Nor Ashidi Mat Isa. February 2015. Underwater image quality enhancement through integrated color model with Rayleigh distribution. ELSEVIER Applied Soft Computing. Volume 27, pp. 219 – 230. (Impact factor: 2.679 – Q1)
  41. Wei Hong Lim & Nor Ashidi Mat Isa. February 2015. Particle swarm optimization with dual-level task allocation. ELSEVIER Engineering Applications of Artificial Intelligence. Volume 38, pp. 88–110. (Impact factor: 1.962 – Q1).
  42. Manjur Ahmed & Nor Ashidi Mat Isa. March 2015. Evolving output-context fuzzy system for effective rule base. ELSEVIER Expert Systems with Applications. Volume 42, Issue 4, pp. 1972-1986. (Impact factor: 1.965 – Q1).
  43. Suheir M. ElBayoumi Harb, Nor Ashidi Mat Isa & Samy A Salamah. 2015. Improved image magnification algorithm based on Otsu thresholding. ELSEVIER Computers & Electrical Engineering. Volume 46, pp. 338-355, August 2015. (Impact factor 0.992 – Q3).
  44. Manjur Ahmed, A. S. N. Huda & Nor Ashidi Mat Isa. March 2015. Recursive construction of output-context fuzzy systems for the condition monitoring of electrical hotspot based on infrared thermography. ELSEVIER Engineering Applications of Artificial Intelligence. Volume 39, pp. 120-131. (Impact factor: 1.962 – Q1).
  45. Sheng Hoong Lim, Nor Ashidi Mat Isa, Chen Hee Ooi, Kenny Kal Vin Toh. 2015. A new histogram equalization method for digital image enhancement and brightness preservation. SPRINGER Signal Image and Video Processing Volume 9, pp. 675 – 689. (Impact factor: 1.430 – Q2)
  46. Siti Noraini Sulaiman, Nor Ashidi Mat Isa, Intan Aidha Yusoff & Fadzil Ahmad. March 2015. Switching-based clustering algorithms for segmentation of low-level salt-and-pepper noise-corrupted images. SPRINGER Signal Image and Video Processing. Volume 9, Issue 2, pp. 387-398. (Impact factor: 1.430 – Q2)
  47. Yessi Jusman, Nor Ashidi Mat Isa, Siew Cheok Ng, Siti Nurul Aqmariah & Nor Azuan Abu Osman. 2015. Quadratic of half ellipse smoothing technique for cervical cells FTIR spectra in a screening system. ELSEVIER Procedia Computer Science. Volume 59. pp. 133-141. (WoS Indexed).
  48. Mohammad Subhi Al-batah, Mutasem Sh. Alkhasawneh, Lea Tien Tay, Umi Kalthum Ngah, Habibah Hj Lateh, and Nor Ashidi Mat Isa. 2015. Landslide Occurrence Prediction Using Trainable Cascade Forward Network and Multilayer Perceptron’. Hindawi Mathematical Problems in Engineering. Volume 2015, Article ID 512158, 9 pages. (Impact factor 0.762 – Q3).
  49. Ahmad Shahrizan Abdul Ghani & Nor Ashidi Mat Isa, December 2014. Underwater image quality enhancement through Rayleigh-stretching and averaging image planes. International Journal of Naval Architecture and Ocean Engineering. Volume 6. pp. 1-27. (Impact factor: 0.216 – Q4)
  50. Khairunnisa Hasikin and Nor Ashidi Mat Isa, November 2014. Adaptive Fuzzy Contrast Factor Enhancement Technique for Low Contrast and Non-Uniform Illumination Images. SPRINGER Signal, Image and Video Processing. Volume 8. No. 8. pp. 1591-1603. (Impact factor: 430 – Q2)
  51. Wei Hong Lim and Nor Ashidi Mat Isa. November 2014. Particle swarm optimization with adaptive time-varying topology connectivity. ELSEVIER Applied Soft Computing. Volume 24. pp. 623 – 642. (Impact factor: 2.679 – Q1)
  52. Jing Rui Tang, Nor Ashidi Mat Isa. November 2014. Adaptive Image Enhancement based on Bi-Histogram Equalization with a Clipping Limit. ELSEVIER Computer and Electrical Engineering. Volume 40. No. 8. pp. 86 – 103. (Impact factor 0.992 – Q3).
  53. Wei Hong Lim, Nor Ashidi Mat Isa. 1 October 2014. Bidirectional teaching and peer-learning particle swarm optimization. ELSEVIER Information Sciences. Volume 280, pp. 111–134. (Impact factor 3.893 – Q1)
  54. Mutasem Sh Alkhasawneh, Umi Kalthum Ngah, Lea Tien Tay, Nor Ashidi Mat Isa. August 2014. Determination of importance for comprehensive topographic factors on landslide hazard mapping using artificial neural network. SPRINGER Environmental Earth Sciences. Volume 72, Issue 3, pp. 787 – 799. (Impact factor: 1.572 – Q2).
  55. Wei Hong Lim, Nor Ashidi Mat Isa. 20 July 2014. An adaptive two-layer swarm optimization with elitist learning strategy. ELSEVIER Information Sciences. Volume 273, pp. 49–72. (Impact factor 3.893 – Q1)
  56. Mutasem Sh Alkhasawneh, Umi Kalthum Ngah, Lea Tien Tay, Mohammad Subhi Al-batah & Nor Ashidi Mat Isa. July 2014. Intelligent Landslide System Based on Discriminant Analysis and Cascade-Forward Back-Propagation Network. SPRINGER Arabian Journal for Science and Engineering, Volume 39, Issue 7, pp. 5575 – 5584. (Impact factor: 0.367 – Q3)
  57. Wei Hong Lim, Nor Ashidi Mat Isa. May 2014. Teaching and peer learning particle swarm optimization. ELSEVIER Applied Soft Computing. Volume 18, pp. 39–58. (Impact factor: 2.679 – Q1)
  58. Tatt Hee Oong, Nor Ashidi Mat Isa. April 2014. Feature-based Ordering Algorithm for Data Presentation of Fuzzy ARTMAP Ensembles. IEEE Transaction on Neural Networks and Learning Systems. Volume 25, No. 4, pp. 812-819. (Impact factor: 4.370 – Q1)
  59. Mutasem Sh. Alkhasawneh, Umi Kalthum Ngah, Lea Tien Tay, Nor Ashidi Mat Isa, Mohammad Subhi Al-Batah. 2014. ‘Modeling and Testing Landslide Hazard Using Decision Tree. HINDAWI Journal of Applied Mathematics. Volume 2014, Article ID 929768, 9 pages. (Impact factor 0.720 – Q3)
  60. Ali Qusay Al-Faris, Umi Kalthum Ngah, Nor Ashidi Mat Isa, Ibrahim Lutfi Shuaib. February 2014. Computer-Aided Segmentation System for Breast MRI Tumour using Modified Automatic Seeded Region Growing (BMRI-MASRG). SPRINGER Journal of Digital Imaging. Volume 27, Issue 1, pp. 133-144. (Impact factor: 1.200 – Q3)
  61. Wei Hong Lim, Nor Ashidi Mat Isa. January 2014. Particle swarm optimization with increasing topology connectivity. ELSEVIER Engineering Applications of Artificial Intelligence. Volume 27, pp. 2327-2348. (Impact factor: 1.962 – Q1)
  62. Mohammad Subhi Al-Batah, Nor Ashidi Mat Isa, Mohammad Fadel Klaib, Mohammed Azmi Al-Betar. 2014. Multiple Adaptive Neuro-Fuzzy Inference System with Automatic Features Extraction Algorithm for Cervical Cancer Recognition. HINDAWI Computational and Mathematical Methods in Medicine. Volume 2014, Article ID 181245, 12 pages. (Impact factor 1.018 – Q4)
  63. Jing Rui Tang & Nor Ashidi Mat Isa. 2014. An Adaptive Fuzzy Contrast Enhancement Algorithm with Details Preserving. Journal of ICT Research and Applications. Volume 8. No. 2. pp. 126-140. (WoS indexed).
  64. Wei Hong Lim, Nor Ashidi Mat Isa. November 2013. Two-layer particle swarm optimization with intelligent division of labor. ELSEVIER Engineering Applications of Artificial Intelligence. Volume 26, Issue 10, pp. 2327-2348. (Impact factor: 1.962 – Q1)
  65. Fasahat Ullah Siddiqui, Nor Ashidi Mat Isa & Abid Yahya. October 2013. Outlier rejection fuzzy c-means (ORFCM) algorithm for image segmentation. Turkish Journal of Electrical Engineering & Computer Sciences 21(6), pp. 1801-1819. (Impact Factor: 0.644 – Q3)
  66. Fadzil Ahmad, Nor Ashidi Mat Isa, Zakaria Hussain and Siti Noraini Sulaiman. October 2013. A Genetic Algorithm Based Multi-objective Optimization of an Artificial Neural Network Classifier for Breast Cancer Diagnosis. SPRINGER Neural Computing & Applications. Volume 23. Issue 5. pp. 1427-1435. (Impact Factor: 1.763 – Q2).
  67. Khang Siang Tan, Wei Hong Lim & Nor Ashidi Mat Isa. April 2013. Novel initialization scheme for Fuzzy C-means algorithm on color image segmentation. ELSEVIER Applied Soft Computing, Volume. 13. No. 4. pp. 1832-1852. (Impact factor: 679 – Q1)
  68. Khang Siang Tan, Nor Ashidi Mat Isa & Wei Hong Lim. April 2013. Color image segmentation using adaptive unsupervised clustering approach. ELSEVIER Applied Soft Computing. Vol. 13. pp. 2017-2036. (Impact factor: 679 – Q1).
  69. Intan Aidha Yusoff, Nor Ashidi Mat Isa & Khairunnisa Hasikin. April 2013. Automated two-dimentional K-means clustering algorithm for unsupervised image segmentation. ELSEVIER Computers & Electrical Engineering. Volume 39, Issue 3, pp. 907 – 917. (Impact factor: 0.992 – Q3)
  70. Fadzil Ahmad, Nor Ashidi Mat Isa, Zakaria Hussain & Muhammad Khusairi Osman. April 2013. Intelligent medical disease diagnosis using improved hybrid genetic algorithm – multilayer perceptron network. SPRINGER Journal of Medical Systems. 37. No. 2. Article No 9934. (Impact factor: 1.372 – Q3)
  71. Nazri Mustaffa, Yasmin Yaccob, Yeong Yeh Lee, Harsa Amylia Mat Sakim, Zuriani Sobri, Nor Aizal Che Hamzah & Nor Ashidi Mat Isa. Endoscopy and Imaging (Diagnostic Imaging) Towards Improving Endoscopic Diagnosis of Atrophic Gastritis: Artificial Intelligence Approaches. Journal of Gastroenterology and Hepatology: Volume 28. Supplement S3. (Impact factor 3.627 – Q2)
  72. Mutasem Sh. Alkhasawneh, Umi Kalthum Ngah, Lea Tien Tay, Nor Ashidi Mat Isa, Mohammad Subhi Al-Batah. 2013. Determination of Important Topographic Factors for Landslide Mapping Analysis Using MLP Network. HINDAWI The Scientific World Journal. Volume 2013, Article ID 415023, 12 pages. (Impact factor 1.219 – Q2)
  73. Kenny Toh Kal Vin and Nor Ashidi Mat Isa, December 2012. Locally Adaptive Bilateral Clustering for Universal Image Denoising. SPRINGER Opto-Electronics Review, Volume: 20. No. 4. pp. 347-361. (Impact factor: 1.279 – Q2)
  74. Fasahat Ullah Siddiqui & Nor Ashidi Mat Isa, September 2012. Optimized K-Means (OKM) Clustering Algorithm for Image Segmentation. SPRINGER Opto-Electronics Review, Vol. 20, No. 3, pp. 216-225. (Impact factor: 1.279 – Q2)
  75. Mohd Naim Mohd Jain Noordin & Nor Ashidi Mat Isa. September 2012. Pixel Distribution Shifting Color Correction for Digital Color Images. ELSEVIER Applied Soft Computing, Vol. 12, No. 9, pp. 2948-2962, (Impact factor: 679 – Q1)
  76. Kenny Toh Kal Vin & Nor Ashidi Mat Isa. September 2012. Augmented Variational Series and Histogram-Based Clustering for Universal Impulse Denoising. International Journal of Innovative Computing, Information and Control (IJICIC), Volume 8, No. 9, pp. 5969-5998. (Impact factor: 1.667 Q1 (2010))
  77. Oong Tatt Hee & Nor Ashidi Mat Isa. January 2012. One-Against-All Ensemble for Multiclass Pattern Classification. ELSEVIER Applied Soft Computing. 12. pp. 1303-1308. (Impact factor: 2.679 – Q1)
  78. Mohd Helmi Suid & Nor Ashidi Mat Isa, Random-valued impulse noise reduction in digital image using efficient nonparametric switching median filter. Scientific Research and Essays Vol. 7(7), pp. 813-823. (The journal is still in WoS until 2012 with impact factor 0.445(2011)).
  79. Samy A. Salamah, Nor Ashidi Mat Isa, Khairunnisa Hasikin & Umi Kalthum Ngah, 2012. Intelligent Computer Vision System for Sprague- Dawley Rat Sperm Classification Using Gray-Level Microscopic Images. Scientific Research and Essays 7(12), pp. 1353-1367. (The journal is still in WoS until 2012 with impact factor 0.445(2011)).
  80. Oong Tatt Hee & Nor Ashidi Mat Isa, November 2011. Adaptive Evolutionary Artificial Neural network for Pattern Classification. IEEE Transactions on Neural Networks and Learning Systems (formerly known as IEEE Transaction on Neural Networks), Volume 22, No. 11, pp. 1823 – 1836. (Impact factor: 4.370 – Q1).
  81. Kenny Kal Vin Toh & Nor Ashidi Mat Isa, August 2011. Locally Adaptive Bilateral Clustering for Image Deblurring and Sharpness Enhancement. IEEE Transactions on Consumer Electronics, Volume 57, No. 3, pp. 1227-1235. (Impact factor: 157 – Q2)
  82. Nor Ashidi Mat Isa, Zamani Md Sani and Muhammad Subhi Al Batah, 8 July 2011. Automated Intelligent Real-Time System for Aggregate Classification. ELSEVIER International Journal of Mineral Processing, Vol. 100. No. 1-2, pp. 41- 50. (Impact factor: 1.461 – Q1)
  83. Kamal Z. Zamli, Mohammad F.J. Klaib, Mohammed I. Younis, Nor Ashidi Mat Isa and Rusli Abdullah. May 2011. Design and implementation of a t-way test data generation strategy with automated execution tool support. ELSEVIER Information Sciences, 181, No. 9, pp. 1741-1758. (Impact factor: 3.893 – Q1)
  84. Fasahat Ullah Siddiqui and Nor Ashidi Mat Isa, May 2011. Enhanced Moving K-Means (EMKM) Algorithm for Image Segmentation. IEEE Transactions on Consumer Electronics, Vol. 57, No. 2, pp. 833 – 841. (Impact factor: 157 – Q2)
  85. Tan Khang Siang and Nor Ashidi Mat Isa, January 2011. Color Image Segmentation Using Histogram Thresholding – Fuzzy C-means Hybrid Approach. ELSEVIER Pattern Recognition, 44, No. 1, pp. 1-15, (Impact factor: 2.584 – Q1)
  86. Nor Ashidi Mat Isa and Wan Mohd Fahmi Wan Mamat, January 2011. Clustered-Hybrid Multilayered Perceptron Network for Pattern Recognition Application. ELSEVIER Applied Soft Computing, 11, No. 1, pp 1457-1466. (Impact factor: 2.679 – Q1)
  87. Ooi Chen Hee and Nor Ashidi Mat Isa. November 2010. Adaptive Contrast Enhancement Methods with Brightness Preserving. IEEE Transaction on Consumer Electronics. 56. No. 4. pp. 2543-2551. (Impact factor: 1.157 – Q2)
  88. Kenny Kal Vin Toh and Nor Ashidi Mat Isa, November 2010. Clustering-based fuzzy switching median filter for universal impulse noise reduction. IEEE Transaction on Consumer Electronics. 56. No. 4. pp. 2560-2568 (Impact factor: 1.157 – Q2)
  89. Siti Noraini Sulaiman and Nor Ashidi Mat Isa, November 2010. Adaptive Fuzzy-K-means Clustering Algorithm for Image Segmentation. IEEE Transaction on Consumer Electronics. Vol. 56. No. 4. pp. 2661-2668. (Impact factor: 157 – Q2)
  90. Siti Noraini Sulaiman and Nor Ashidi Mat Isa, November 2010. Denoising-based Clustering Algorithms for Segmentation of Low Level Salt-and-Pepper Noise-Corrupted Images. IEEE Transaction on Consumer Electronics. Vol. 56. No. 4. pp. 2702-2710. (Impact factor: 157 – Q2)
  91. Ooi Chen Hee and Nor Ashidi Mat Isa. November 2010. Quadrants Dynamic Histogram Equalization for Contrast Enhancement. IEEE Transaction on Consumer Electronics. Vol. 56. No. 4. pp. 2552-2559. (Impact factor: 157 – Q2)
  92. Kenny Kal Vin Toh and Nor Ashidi Mat Isa, March 2010. Noise Adaptive Fuzzy Switching Median Filter for Salt-and-Pepper Noise Reduction. IEEE Signal Processing Letters. Vol. 17, No. 3, pp. 281-284. (Impact factor: 1.639 – Q2)
  93. Mohammad Subhi Al-Batah, Nor Ashidi Mat Isa, Kamal Zuhairi Zamli and Khairun Azizi Mohd Azizli, January 2010. Modified Recursive Least Square to Train Hybrid Multilayered Perceptron Network. ELSEVIER Applied Soft Computing, Vol. 10, No. 1, pp. 236 – 244. (Impact factor: 2.679 – Q1)
  94. Nor Ashidi Mat Isa, Samy A. Salamah and Umi Kalthum Ngah, November 2009. Adaptive Fuzzy Moving K-Means Clustering Algorithm for Image Segmentation. IEEE Transaction on Consumer Electronics, Vol. 55, No. 4, pp 2145 – 2153. (Impact factor: 1.157 – Q2)
  95. Mohammad Subhi Al-Batah, Nor Ashidi Mat Isa, Kamal Zuhairi Zamli, Zamani Md Sani and Khairun Azizi Azizli, July 2009. A Novel Aggregate Classification Technique Using Moment Invariants and Cascaded Multilayered Perceptron Network. ELSEVIER Journal of Mineral Processing, Vol. 92. No. 1-2, pp. 92 – 102. (Impact factor: 1.461 – Q1)
  96. Nor Ashidi Mat Isa, M. Subhi Al-Batah, Kamal Zuhairi Zamli, Khairun Azizi Azizli, Ariffuddin Joret & Nor Rizuan Mat Noor, March 2008. Suitable features selection for the HMLP and MLP networks to identify the shape of aggregate. ELSEVIER Construction and Building Materials, 22(3), pp. 402-410. (Impact factor: 2.265 – Q1)
  97. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman, January 2008. An automated cervical pre-cancerous diagnostic system. ELSEVIER Artificial Intelligence in Medicine, 42(1), pp. 1-11 (Impact factor: 1.357 – Q2)
  98. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa & Norazlina Khamis. The Design and Implementation of the VPRML Support Environment. Malaysian Journal of Computer Science. Vol. 18. No. 1. pp. 57-69. (Impact factor: 0.476 – Q4).
  99. Kamal Zuhairi Zamli & Nor Ashidi Mat Isa, 2004. A Survey and Analysis of Process Modeling Languages. Malaysian Journal of Computer Science. Vol. 17. No. 2. pp. 68 – 89. (Impact factor: 0.476 – Q4).

Journal Papers Indexed by Web of Science (WoS) without Impact Factor – ISI

  1. Nadia A. AL-Rousan, Nor Ashidi Mat Isa, Mohd Khairunaz Mat Desa. 2020. Efficient Single and Dual Axis Solar Tracking System Controllers Based on Adaptive Neural Fuzzy Inference System. ELSEVIER Journal of King Saud University - Engineering Sciences. In press, 15 April 2020. https://doi.org/10.1016/j.jksues.2020.04.004. (WoS indexed)
  2. Haryanti Mohd Saleh, Nor Hidayah Saad & Nor Ashidi Mat Isa. 2019. Overlapping Chromosome Segmentation Using U-Net Convolutional Networks with Test Time Augmentation. ELSEVIER Procedia Computer Science. Vol. 159. pp. 524-533. (WoS Indexed).
  3. Weng Chun Tan, Nor Ashidi Mat Isa & Mahaneem Mohamed. 2019. Human Sperm Tracking Using Improved Anti-Collision Mean Shift Tracking Method. SPRINGER Lecture Notes in Electrical Engineering. Vol. 547. pp. 93-99. (WoS Indexed)
  4. Nor Ashidi Mat Isa. 2019. Intelligent Cervical Squamous Epithelial Cells Classification System. SPRINGER Lecture Notes in Networks and Systems. Vol. 63. pp. 6. (WoS Indexed)
  5. Mohamad Khairi Ishak, Ooi Jun Hwan, Teh Jiashen and Nor Ashidi Mat Isa. 2018. Automated Compilation Test System for Embedded System. Makara Journal of Technology. Vol. 22. No. 3. pp. 115-122. doi: 10.7454/mst.v22i3.3515. (WoS indexed)
  6. Mohamed A. S. A., Chingeng, P. S., Mat Isa, N. A. & Surip, S. S. 2017. Body Matching Algorithm Using Normalize Dynamic Time Warping (NDTW) Skeleton Tracking for Traditional Dance Movement. SPRINGER Lecture Notes in Computer Science. Vol. 10645. pp. 669-680. (WoS Indexed).
  7. Siti Noraini Sulaiman, Nor Ashidi Mat Isa, Nor Hayati Othman & Fadzil Ahmad. 2015. Improvement of features extraction process and classification of cervical cancer for the NeuralPap system. ELSEVIER Procedia Computer Science. Volume 60. pp. 750-759. (WoS Indexed).
  8. Siti Nurul Aqmariah, Yessi Jusman, Nor Ashidi Mat Isa & Zeehaida Mohamed. 2015. Radial-based cell formation algorithm for separation of overlapping cells in medical microscopic images. ELSEVIER Procedia Computer Science. Volume 59. pp. 123-132. (WoS Indexed).
  9. Fadzil Ahmad, Nor Ashidi Mat Isa, Zakaria Hussain, Saiful Zaimy Yahaya, Rozan Boudville, Mohamad Faizal Abdul Rahman, Aini Hafiza Mohd Saod & Zuraidi Saad. 2015. Enhanced Genetic Algorithm Applied for Global Optimization. SPRINGER Neural Information Processing (Lecture Notes in Computer Science). Vol. 9490. pp. 198-205. (WoS Indexed).
  10. Ahmad Shahrizan Abdul Ghani & Nor Ashidi Mat Isa. 2014. Underwater image quality enhancement through composition of dual-intensity images and Rayleigh-stretching. SpringerPlus. Volume 3:757. No of pages: 14. (WoS indexed).
  11. Yessi Jusman, Nor Ashidi Mat Isa, Rohana Adnan & Nor Hayati Othman, 2012. Intelligent Classification of Cervical Pre-cancerous Cells Based on The FTIR Spectra. ELSEVIER Ain Shams Engineering Journal, Vol. 3. pp. 61-70. (WoS Indexed).
  12. Mohd Fauzi Alias, Nor Ashidi Mat Isa, Siti Amrah Sulaiman & Mahaneem Mohamed, 2012. Modified Moving k-means Clustering Algorithm. IOSPRESS International Journal of Knowledge-Based and Intelligent Engineering Systems. Volume 16, pp. 79-86. (WoS Indexed).
  13. Siti Noraini Sulaiman, Nor Ashidi Mat Isa & Nor Hayati Othman. 2011. Semi-automated Pseudo Colour Features Extraction Technique for Cervical Cancer’s Pap Smear Images. International Journal of Knowledge-based and Intelligent Engineering Systems. 15. No. 3. Pp. 131-143. (WoS Indexed).
  14. Ting Shyue Siong, Nor Ashidi Mat Isa, Zailani Mohd Nordin & Umi Kalthum Ngah. 2009. The determination of the number of suspicious clustered micro calcifications on the ROI of mammogram images. SPRINGER Lecture Notes in Computer Science. 5857. pp. 232-242. (WoS Indexed).
  15. Mohammed I. Younis, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. IRPS – An efficient test data generation strategy for pairwise testing. SPRINGER Lecture Notes in Computer Sciences, Volume. 5177. pp. 493-500. (WoS Indexed).
  16. Mohd Fauzi Alias, Nor Ashidi Mat Isa, Siti Amrah Sulaiman & Kamal Zuhairi Zamli. 2008. Detection of Sprague Dawley sperm using matching method. SPRINGER Lecture Notes in Computer Sciences. 5179. pp. 541-547. (WoS Indexed).
  17. Zailani Mohd Nordin, Nor Ashidi Mat Isa, Umi Kalthum Ngah & Kamal Zuhairi Zamli. 2008. Mammographic image contrast enhancement through the use of moving contrast sweep. SPRINGER Lecture Notes in Computer Sciences, Volume. 5179. pp. 533-540. (WoS Indexed).
  18. Zamani Md Sani, Nor Ashidi Mat Isa, Shahrel Azmin Suandi, Mohammad Subhi Al-Batah, Kamal Zuhairi Zamli & Khairun Azizi Azizli, 2007. Intelligent Rock Vertical Shaft Impact Crusher Local Database System. International Journal of Computer Science and Network Security, Vol. 7. No. 6. pp. 57 – 62. (WoS Indexed).
  19. Norlia Md Yusof, Nor Ashidi Mat Isa & Harsa Amylia Mat Sakim, 2007. Computer-Aided Detection and Diagnosis for Microcalcification in Mammogram: A Review. International Journal of Computer Science and Network Security, Vol. 7. No. 6. pp. 202 - 208. (WoS Indexed).
  20. Kamal Zuhairi Zamli & Nor Ashidi Mat Isa, 2007. Addressing Race Condition Problem in a Graph Based Visual Language. International Journal of Computer Science and Network Security, Vol.7 No. 7, pp. 146 - 152, July 2007. (WoS Indexed).
  21. Siti Noraini Sulaiman, Mohd Fauzi Alias, Nor Ashidi Mat Isa and Mohamad Faizal Abd Rahman, 2007. An Expert Image Processing System on Template Matching. International Journal of Computer Science and Network Security, Vol.7 No. 7, pp. 234-238. (WoS Indexed).
  22. Eyada A. J. Alanzi, Mohd Zaid Abdullah & Nor Ashidi Mat Isa, 2007. Accurate Fault Location of EHV Teed Feeder Using RBFNN. International Journal of Computer Science and Network Security, Vol.7 No. 12, pp. 282 – 286. (WoS Indexed).
  23. Nor Ashidi Mat Isa, Shahrill Sabaruddin, Umi Kalthum Ngah & Kamal Zuhairi Zamli. 2006. The Potential Use of Modified Seed-Based Region Growing Technique for Automatic Detection of Breast Microclacifications and Tumour Areas. Jurnal Teknologi UTM (Siri D), (ISSN: 0127-9696). No. 44. pp. 151-164. (WoS Indexed)
  24. Esugasini, Mohd Yusoff Mashor, Nor Ashidi Mat Isa & Nor hayati Othman. 2005. Performance comparison for MLP networks using various back propagation algorithms for breast cancer diagnosis. SPRINGER Lecture Notes in Computer Science, Volume. 3682. pp. 123-130. (WoS Indexed)
  25. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, Nor Hayati Othman & Kamal Zuhairi Zamli. 2005. Application of Artificial Neural Networks in the Classification of Cervical Cells Based on the Bethesda System. Journal of Information and Communication Technology (JICT). Vol. 4. pp. 77 – 97. (WoS Indexed)
  26. Nor Ashidi Mat Isa, Shahrill Sabarudin, Umi Kalthum Ngah & Kamal Zuhairi Zamli. 2005. Automatic detection of breast tumours from ultrasound images using the modified seed based growing technique. SPRINGER Lecture Notes in Computer Science, Volume. 3682. pp. 138-144. (WoS Indexed)
  27. Kamal Zuhairi Zamli, & Nor Ashidi Mat Isa. 2005. Enacting the Waterfall Software Development Model Using VRPML. Jurnal Teknologi UTM (Siri D), No. 43. pp. 125 – 142. (WoS Indexed)
  28. Dzati Athiar Ramli, Ahmad Fauzan Kadmin, Mohd Yusoff Mashor, Nor Ashidi Mat Isa, 2004. Diagnosis of cervical cancer using hybrid multilayered perceptron (HMLP) network. SPRINGER Lecture Notes in Computer Science. Volume 3213. pp. 591-598. (WoS Indexed)

Proceedings Papers Indexed by Web of Science (WoS) – ISI

  1. Mohd Nazri Mahmud, Wan Mohd Yusof Rahiman Wan Abdul Aziz, The Jiashen & Nor Ashidi Mat Isa. 2017. Sustaining Learning in Engineering Capstone Design using Sociomaterial Approaches. Proceedings of the 7th World Engineering Education Forum (WEEF). Kuala Lumpur, Malaysia. 13-19 November 2017. DOI: 10.1109/WEEF.2017.8467106
  2. Weng Chun Tan and Nor Ashidi Mat Isa. 2017. Single sperm tracking using intersect cortical model-mean shift method. Proceedings of 2017 International Conference on Signals and Systems (ICSigSys). pp. 221-226. Bali, Indonesia. 16 May - 18 May 2017. DOI: 10.1109/ICSIGSYS.2017.7967045
  3. Muhammad Sailuddin Darus, Siti Noraini Sulaiman, Iza Sazanita Isa, Zakaria Hussdin, Nooritawati Md Tahir & Nor Ashidi Mat Isa. 2016. Modified Hybrid Median Filter for Removal of Low Density Random Valued Impulse Noise in Images. Proceedings 6th IEEE International Conference on Control System, Computing and Engineering (ICCSCE). pp. 528-533. Penang, Malaysia. 25–27 November 2016. DOI: 10.1109/ICCSCE.2016.7893633
  4. Weng Chun Tan & Nor Ashidi Mat Isa. 2016. Potential Use of Synchronous Pulse Coupled Neural Network in Partial Occlusion. Proceedings of the International Conference on Robotics, Automation and Sciences (ICORAS). Malacca, Malaysia. 5-6 November 2016. DOI: 10.1109/ICORAS.2016.7872614
  5. Jing Rui Tang, Nor Ashidi Mat Isa & Ewe Seng Ch’ng. 2015. Segmentation of Cervical Cell Nucleus Using Intersecting Cortical Model Optimized by Particle Swarm Optimization. Proceedings of the 5th International Conference on Control Systems, Computing and Engineering (ICCSCE 2015). pp. 111-116. Penang, Malaysia. 27-29 November 2015. DOI: 10.1109/ICCSCE.2015.7482168
  6. Luqman Mahmood Mina & Nor Ashidi Mat Isa. 2015. Microcalcification Diagnosis in Digital Mammograms Based on Wavelet Analysis and Neural Networks. Proceedings of the 5th International Conference on Control Systems, Computing and Engineering (ICCSCE 2015). pp. 7-12. Penang, Malaysia. 27-29 November 2015. DOI: 10.1109/ICCSCE.2015.7482149
  7. Jing Rui Tang, Nor Ashidi Mat Isa & Ewe Seng Ch’ng. 2015. Study on Quantitative Measurement of Chromatin Size of Cervical Cell Images. Proceedings of the 2015 International Conference on Technology, Informatics, Management, Engineering and Environment (TIME-E 2015). pp. 12-17. Samosir Island, Indonesia. 7-9 September 2015. DOI: 10.1109/TIME-E.2015. 7389740
  8. Weng Chun Tan & Nor Ashidi Mat Isa. 2015. Segmentation and Detection of Human Spermatozoa Using Modified Pulse Coupled Neural Network Optimized by Particle Swarm Optimization with Mutual Information. Proceedings of the 2015 10th IEEE Conference on Industrial Electronics and Applications (ICIEA). pp. 192-197. Auckland, New Zealand. 15-17 June 2015. DOI: 10.1109/ICIEA.2015. 7334109
  9. Teck Long Kong & Nor Ashidi Mat Isa. 2015. Histogram based Image Enhancement for Non-Uniformly Illuminated and Low Contrast Images. Proceedings of the 2015 10th IEEE Conference on Industrial Electronics and Applications (ICIEA). pp. 186-591. Auckland, New Zealand. 15-17 June 2015. DOI: 10.1109/ICIEA.2015.7334179
  10. Luqman Mahmood Mina & Nor Ashidi Mat Isa. 2015. A Fully Automated Breast Separation for Mammogram Images. Proceedings of 2015 International Conference on BioSignal Analysis, Processing and Systems (ICBAPS2015). pp. 37-41. Kuala Lumpur, Malaysia. 26-28 May 2015. DOI: 10.1109/ICBAPS.2015.7292214
  11. Mohd Naim Mohd Jain Noordin, Nor Ashidi Mat Isa & Wei Hong Lim. 2015. A New Quantitative Evaluation Metric for Color Correction Algorithm. 2015 International Seminar on Intelligent Technology and Its Applications (ISITIA). pp. 213-218. 20-21 May 2015. Surabaya, Indonesia. DOI: 10.1109/ISITIA.2015.7219981.
  12. Luqman Mahmood Mina & Nor Ashidi Mat Isa. 2015. Breast Abnormality Detection in Mammogram Using Artificial Neural Network. Proceedings of the 2nd International Conference on Computer, Communications and Control Technology (I4CT). pp. 258-263. Kuching, Malaysia. 21-23 April 2015. DOI: 10.1109/I4CT.2015.7219577
  13. Ali Qusay Al-Faris, Nor Ashidi Mat Isa, Umi Kalthum Ngah & Ibrahim Lutfi Shuaib. 2015. Automatic exclusion of skin border regions from breast MRI using proposed combined approach. Proceedings of the 2nd International Conference on Biomedical Engineering (ICoBE2015). pp. 1 – 6. Penang, Malaysia. 30-31 March 2015. DOI: 1109/ICoBE.2015.7235873
  14. Ahmad Shahrizan Abdul Ghani & Nor Ashidi Mat Isa. 2014. Underwater Image Quality Enhancement Through Composition of Dual-Intensity Images and Rayleigh-Stretching. Proceedings of the IEEE 4th International Conference on Consumer Electronics – Berlin. pp. 219-220. Berlin, Germany. 7-10 September 2015. DOI: 10.1109/ICCE-BERLIN.20147034265
  15. Mritha Ramalingam & Nor Ashidi Mat Isa. October 2014. A steganography approach for sequential data encoding and decoding in video images. 2014 International Conference on Computer, Control, Informatics and Its Applications. pp. 120 – 125, Bandung, Indonesia, 21 – 23 October 2014. DOI: 10.1109/IC3INA.2014.7042612
  16. Nor Ashidi Mat Isa. Towards Intelligent Diagnostic System Employing Integration of Mathematical and Engineering Model. Proceedings of the International Conference on Mathematics, Engineering and Industrial Applications (ICOMEIA). Penang, Malaysia. 28-30 May 2014. DOI: 10.1063/1.4915633
  17. Manjur Ahmad & Nor Ashidi Mat Isa. 2014. Structural fuzzy classification system evolves and its engineering application. 2014 IEEE Region 10 Symposium, pp. 450-455, Kuala Lumpur, Malaysia. 14-16 April 2014. DOI: 10.1109/TENCONSPRING.2014.6863075
  18. Suheir M. ElBayoumi Harb, Nor Ashidi Mat Isa & Samy A. Salamah. An improved image magnification algorithm for color images. 2014 IEEE Region 10 Symposium, pp. 190-195, Kuala Lumpur, Malaysia. 14-16 April 2014. DOI: 10.1109/TENCONSPRING.2014.6863023
  19. Khairunnisa Hasikin & Nor Ashidi Mat Isa. 2013. Fuzzy image enhancement for low contrast and non-uniform illumination images. Proceedings of 2013 IEEE International Conference on Signal and Image Processing Applications (ICSIPA2013). 275-280. Malacca, Malaysia. 8-10 October 2013. DOI: 10.1109/ICSIPA.2013.6708017
  20. Yasmin M Yacob, Harsa Amylia Mat Sakim, Nor Ashidi Mat Isa & Zuraini Sobri. 2013. Discritized Data Pattern in Endoscopic Gastritis Images Using Dynamic Window and Pairwise Gini Criterion. Proceedings of 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC2013). pp. 6095-6098. Osaka, Japan. 3-7 July 2013. DOI: 1109/EMBC.2013.6610943.
  21. Fadzil Ahmad, Nor Ashidi Mat Isa, Mohd Halim Mohd Noor & Zakaria Hussain. 2013. Intelligent breast cancer diagnosis using hybrid GA-ANN. Proceedings of 2013 Fifth International Conference on Computational Intelligence, Communication Systems and Networks (CICSYN2013). Pp. 9-12. Madrid, Spain. 5-7 June 2013. DOI: 10.1109/CICSYN.2013.6571334
  22. Siti Noraini Sulaiman, Khairul Azman Ahmad, Rohaiza Baharudin, Azizah Ahmad, Nur Athiqah Harron, Aini Hafizah Mohd Saod, Nor Ashidi Mat Isa & Intan Aidha Yusoff. 2012. Performance of Hybrid Radial Basis Function Network: Adaptive Fuzzy K-Means Versus Moving K-Means Clustering as Centre Positioning Algorithms on Cervical Cell Pre-Cancerous Stage Classification. Proceedings of 2012 IEEE International Conference on Control System, Computing and Engineering. pp. 607-611. Penang, Malaysia. 23-25 November 2012. DOI: 10.1109/ICCSCE.2012.6487217
  23. Yessi Jusman and Nor Ashidi Mat Isa, ‘Denoising-based Cascaded Algorithms for Smoothing of Different Level Additive Gaussian Noise-corrupted Spectra’, Proceedings of the 2011 3rd International Conference on Software Technology and Engineering (ICSTE 2011), pp. 425 – 430, Kuala Lumpur, Malaysia, 12 – 14 August 2011. DOI: 10.1115/1.859797.PAPER63
  24. Fadzil Ahmad, Nor Ashidi Mat Isa, Zakaria Hussain, Rozan Boudville, & Mohd Khusairi Osman, 2010. Genetic Algorithm - Artificial Neural Network (GA-ANN) Hybrid Intelligence for Cancer Diagnosis. 2nd International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN 2010) Liverpool, United Kingdom, pp. 78-83, 28-30 July 2010. DOI: 10.1109/CICSYN.2010.5614106
  25. Yessi Jusman, Nor Ashidi Mat Isa & Rahmadi Kurnia. 2010. A proposed system for edge mammogram image. Proceedings of 9th WSEAS International Conference on Applications of Electrical Engineering (AEE’10). pp. 117-123. Penang, Malaysia. 23-25 March 2010.
  26. Yasmin Mohd Yacob, harsa Amylia Mat Sakim, Norain Baharudin, Lee Yeong Yeh & Nor Ashidi Mat Isa. 2009. A survey on medical digital imaging on endoscopic gastritis. Proceedings of IEEE Region 10 Conference (TENCON2009). Volume. 1-4. pp. 1322-1327. Singapore. 23-26 November 2009. DOI: 10.1109/TENCON.2009.5395880
  27. Yessi Jusman, Siti Noraini Sulaiman, Nor Ashidi Mat Isa, Nor Hayati Othman, Rohana Adnan & Ahmad Zaki. 2009. Capability of new features from FTIR spectral of cervical cells for cervical precancerous diagnostic system using MLP networks. Proceedings of IEEE Region 10 Conference (TENCON2009). Volume. 1-4. pp. 1574-1579. Singapore. 23-26 November 2009. DOI: 10.1109/TENCON.2009.5396006
  28. Wan Mohd Fahmi Wan Mamat, Nor Ashidi Mat Isa, Habibah A. Wahab and Wan Mohd Fairuz Wan Mamat, Drug-like and Non Drug-like Pattern Classification Based on Simple Topology Descriptor Using Hybrid Neural Network. Proceedings of 31st Annual Int. Conf. Of the IEEE Engineering in Medicine and Biology Society (EMBC 2009), Volume 1-20. pp. 6424-6427. Minneapolis, Minnesota, USA, September 2-6, 2009. DOI: 1109/EMBS.2009.5333747
  29. Mohammad F. J. Klaib, Kamal Zuhairi Zamli, Nor Ashidi Mat Isa, Mohammed I. Younis & Rusli Abdullah. 2008. G2Way – a backtracking strategy for pairwise test data generation. Proceedings of 15th Asia-Pacific Conference on Software Engineering. pp. 463-470. Beijing, China. 2-5 December 2008. DOI: 10.1109/APSEC.2008.4724579
  30. Mohammed I. Younis, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa, 2008. A Strategy for Grid Based T-Way Test data Generation. Proceedings of the 1st Conf. on Distributed Frameworks and Applications, pp. 73-78. Penang, Malaysia, pp. 73-78. 21-22 October 2008. DOI: 10.1109/ICDFMA.2008.4784416
  31. Zailani Mohd Nordin, Nor Ashidi Mat Isa, Kamal Zuhairi Zamli, Umi Kalthum Ngah & Mohd Ezane Aziz, 2008. Semi-Automated Region of Interest Selection Tool for mammographic Image. Proceedings of Int Symposium on Information Technology 2008. Vol. I. pp. 117-122. Kuala Lumpur, 26-29 August 2008. DOI: 10.1109/ITSIM.2008.4631546
  32. Wan Mohd Fahmi Wan Mamat, Nor Ashidi Mat Isa, Kamal Zuhairi Zamli & Wan Mohd Fairuz Wan Mamat, 2008. Hybrid Version of MLP Neural Network for Transformer Fault Diagnosis System. Proceedings of Int Symposium on Information Technology 2008. Vol. II. pp. 871-876. Kuala Lumpur, 26-29 August 2008. DOI: 10.1109/ITSIM.2008.4631662
  33. Mohammed I. Younis, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa, 2008. Generating Pairwise Combinatorial Test Set Using Artificial Parameters and Value. Proceedings of Int Symposium on Information Technology 2008. Vol. III. pp. 1654-1661. Kuala Lumpur, 26-29 August 2008. DOI: 10.1109/ITSIM.2008.4632001
  34. Mohammed I. Younis, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa, 2008. Algebraic Strategy to Generate Pairwaise Test Set for Prime Number Parameters and Variables. Proceedings of Int Symposium on Information Technology 2008. III. pp. 1662-1665. Kuala Lumpur, 26-29 August 2008. DOI: 10.1109/ITSIM.2008.4632002
  35. Omid Pourgalehdari, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. 2008. A meta level dynamic approach to visualize impact for regression testing. Proceedings of International Conference on Computer and Communication Engineering. Volume. 1-3. pp. 928-931. Kuala Lumpur, Malaysia. 13-15 May 2008. DOI: 10.1109/ICCCE.2008.4580742
  36. Nazahah Mustafa, Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman. 2007. Colour contrast enhancement on preselected cervical cell for ThinPrep (R) images. Proceedings of 3rd International Conference on Intelligent Information Hiding and Multimedia Signal Processing. pp. 209-212. Koahsiung, Taiwan. 26-28 November 2007. 4457688
  37. Mohd Yusoff Mashor, S. Esugasini, Nor Ashidi Mat Isa & Nor hayati Othman. 2007. Classification of breast lesions using artificial neural network. Proceedings of 3rd Kuala Lumpur International Conference on Biomedical Engineering. pp. 45-49. Kuala Lumpur, Malaysia. 11-14 December, 2007. DOI: 10.1007/978-3-540-68017-8_13
  38. Ariffuddin Joret, M. Subhi Al-Batah, Ahmad Nazri Ali, Nor Ashidi Mat Isa & Muhammad Suhaimi Sulong. 2007. ASHAC: An alternative towards classifying the shape of aggregate. Proceedings of International Conference on Intelligent & Advanced Systems. 1-3. pp. 239-243. Kuala Lumpur Malaysia. 25-28 November 2007. DOI: 10.1109/ICIAS.2007.4658382
  39. Kamal Zuhairi Zamli, Mohd Alang Daud Alang Hassan, Nor Ashidi Mat Isa & Siti Norbaya Azizan. An Automated Software Fault Injection Tool for Robustness Assessment of Java COTs. Proceedings of the 2006 IEEE International Conference on Computing and Informatics (ICOCI2006), pp. 446-451. Kuala Lumpur Malaysia, 6 – 8 June 2006. DOI: 10.1109/ICOCI.2006.5276549
  40. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa & Norazlina Khamis, Implementing Executable Graph Based Visual Language in a Distributed Environment. Proceedings of the 2006 IEEE International Conference on Computing and Informatics (ICOCI2006). pp. 470-475. Kuala Lumpur Malaysia, 6 – 8 June 2006. DOI: 10.1109/ICOCI.2006.5276555
  41. Nor Ashidi Mat Isa, Nazahah Mustafa, Kamal Zuhairi Zamli & Mohd Yusoff Mashor. 2006. Improvement of contrast enhancement technique for cervical cell of pap smear images by reducing the effect of unwanted background background information. Proceedings of the 2006 IEEE International Conference on Computing and Informatics (ICOCI2006). pp. 482-488. Kuala Lumpur Malaysia, 6 – 8 June 2006. DOI: 10.1109/ICOCI.2006.5276546
  42. Harsa Amylia Mat Sakim, Nor Ashidi Mat Isa, Raouf N. G. Naguib & Gajanan V. Sherbet. 2005. Image Cytometry Data from Breast Lesions Analyzed using Hybrid Networks. Proceedings of the 2005 IEEE Engineering in Medicine and Biology Society (EMBS’05), paper no. 1710. September 1-4, 2005, Shanghai, China. DOI: 10.1109/IEMBS.2005.1616863
  43. Nor Ashidi Mat Isa, Nor Habsah A. Hamid, Harsa Amylia Mat Sakim, Mohd Yusoff Mashor & Kamal Zuhairi Zamli. 2004. Intelligent Classification System for Cancer Data Based on Artificial Neural Network. Proceedings of the 2004 IEEE Conference on Cybernatics and Intelligent Systems (CIS2004). pp. 196-201. Singapore, 1-3 December 2004. DOI: 10.1109/ICCIS.2004.1460411

Journal Papers Indexed by SCOPUS

  1. Luqman Mahmood Mina & Nor Ashidi Mat Isa. A Review of Computer-Aided Detection and Diagnosis of Breast Cancer in Digital Mammography. Journal of Medical Science. Vol. 15. No. 3. pp. 110-121.
  2. Mritha Ramalingam & Nor Ashidi Mat Isa. A Stenography Approach over Video Images to Improve Security. Indian Journal of Science and Technology. Vol. 8. No. 1. pp. 77-86.
  3. Jing Rui Tang, Nor Ashidi Mat Isa, Ewe Seng Ch’ng. 2015. A Visual Perceptron Survey: Seeing Eye-to-eye at Nuclear Chromatin of Non-Neoplastic Cervical Squamous Epithelial Cells. ARPN Journal of Engineering and Applied Sciences. 10. No. 22. pp. 17102-17107.
  4. Mritha Ramalingam & Nor Ashidi Mat Isa. Video Steganography Based on Integer Haar Wavelet Transform for Secured Data Transfer. Indian Journal of Science and Technology. Vol. 7. No. 7. pp. 897-904.
  5. Ali Qusay Al-Faris, Umi Kalthum Ngah, Nor Ashidi Mat Isa, & Ibrahim Lutfi Shuaib. 2014. Breast MRI Tumour Segmentation Using Modified Automatic Seeded Region Growing Based on Particle Swarm Optimization Image Clustering. SPRINGER Advances in Intelligent Systems and Computing. 223. pp. 49-60.
  6. Alkhasawneh M. S., Umi Kalthum Ngah, Tien T. L. & Nor Ashidi Mat Isa. 2012. Landslide susceptibility hazard mapping techniques review. Journal of Applied Sciences. Vol. 12. No. 9. pp. 802-808.
  7. Ali Qusay Al-Faris, Azulkifli Mohamad, Umi Kalthum Ngah & Nor Ashidi Mat Isa. 2011. ‘Handwritten characters extraction from form based on line shape characteristics’. Journal of Computer Science. Vol. 7. No. 12. pp. 1778-1783.
  8. Mohd Fauzi Alias, Nor Ashidi Mat Isa & Siti Amrah Sulaiman, 2011. Sprague Dawley Rat Sperm Classification Using Hybrid Multilayered Perceptron Network. WSEAS Transaction on Information Science and Applications, Vol. 8, No. 2, pp. 109 - 118.
  9. Intan Aidha Yusoff & Nor Ashidi Mat Isa, 2011. Two-Dimensional Clustering Algorithms for Image Segmentation. WSEAS Transaction on Computers, Vol. 10, No. 10, pp. 332 – 342.
  10. Mohammed I. Younis, Kamal Zuhairi Zamli, Mohamed Fadel J. Klaib, Zainal Hisham Che Soh, Syahrul Afzal Che Abdullah & Nor Ashidi Mat Isa. 2010. Assessing IRPS as an efficient pairwise test data generation strategy. International Journal of Advanced Intelligence Paradigms. Vol. 2. No. 1. pp. 90-104.
  11. Zulhadi Zakaria, Nor Ashidi Mat Isa & Shahrel Azmin Suandi. 2010.A Study on Neural Network Training Algorithm for Multiface Detection in Static Images. World Academy of Science, Engineering and Technology. Vol. 62. pp. 170-173.
  12. Zailani Mohd Nordin, Nor Ashidi Mat Isa, Umi Kalthum Ngah, Kamal Zuhairi Zamli & Mohd Ezane Aziz. 2009. The Use of Moving Contrast Sweep to Increase the Effectiveness of Linear, Non-Linear and Midtone Shift Contrast Enhancement in Mammography. Intelligent Decision Technologies – Special Issue: Intelligent Knowledge Processing and Decision Making Techniques. (ISSN: 1872-4981). Vol. 3. No. 2. pp. 101-113.
  13. Nor Rizuan Mat Noor, Nor Ashidi Mat Isa, Mohd Yusoff Mashor, Nor Hayati Othman, Kamal Zuhairi Zamli and M. Subhi Al-Batah. 2008. Automatic Glass-Slide Capturing System for Cervical Cancer Pre-Screening Program. American Journal of Applied Sciences.  Vol. 5. No. 5. pp. 461-467.
  14. Kamal Zuhairi Zamli & Nor Ashidi Mat Isa, 2008. JTst – An Automated Unit Testing Tool for Java Program. American Journal of Applied Sciences. Vol. 5. No. 2. pp. 77 – 82.
  15. Umi Kalthum Ngah, Shalihatun Azlin Aziz, Mohd Ezane Aziz, Nik Munirah Nik Mahdi, Ali Yeon Mat Shakaff, Nor Ashidi Mat Isa & Mohd Yusoff Mashor. A BI-RADS Based Expert System for the Diagnoses of Breast Diseases. American Journal of Applied Sciences. Vol. 4. No. 11. pp.867 - 875.
  16. Nor Ashidi Mat Isa, Esugasini Subramaniam, Mohd Yusoff Mashor & Nor Hayati Othman, 2007. Fine Needle Aspiration Cytology Evaluation for Classifying Breast Cancer Using Artificial Neural Network. American Journal of Applied Sciences. Vol. 4. No. 12. pp. 999 – 1008.
  17. Nor Ashidi Mat Isa, Ariffuddin Joret, Ahmad Nazri Ali, Kamal Zuhairi Zamli & Khairun Azizi Azizli. 2005. Application of artificial neural networks to classify the shape of aggregate. WSEAS Transaction on Systems. 4. No. 6. pp. 846-853.

Proceedings Papers Indexed by SCOPUS

  1. Jing Rui Tang & Nor Ashidi Mat Isa. August 2014. An adaptive contrast enhancement algorithm with details preserving. Proceedings of International Conference on Electrical Engineering, Computer Science and Informatics (EECSI2014). pp. 391 – 395. Yogyakarta, Indonesia, 20 – 21 August 2014.
  2. Wei Hong Lim & Nor Ashidi Mat Isa. August 2014. Illumination estimation-based color to grayscale conversion algorithm. Proceedings of International Conference on Electrical Engineering, Computer Science and Informatics (EECSI2014). pp. 368 - 373. Yogyakarta, Indonesia, 20 – 21 August 2014.
  3. Khairunisa Hasikin & Nor Ashidi Mat Isa, 2012. Fuzzy enhancement for nonuniform illumination of microscopic Sprague Dawley rat sperm image. Proceedings of 2012 IEEE International Symposium on in Medical Measurements and Applications (MeMeA), pp. 1-6, Budapest, Hungary, 18 -19 May 2012.
  4. Tatt Hee Oong & Nor Ashidi Mat Isa, 2012. Multilayer Fuzzy ARTMAP: Fast Learning and Fast Testing for Pattern Classification. Proceedings of the 2012 Symposium on Applied Computing, Association of Computing Machinery (ACM), pp. 27 – 32. Trento, Italy. 26 – 30 March 2012.
  5. Khairunnisa Hasikin & Nor Ashidi Mat Isa, 2012. Enhancement of the Low Contrast Image Using Fuzzy Set Theory. Proceedings of the 14th International Conference on Modelling and Simulation, IEEE, pp. 371 – 376, Cambridge University, London, 28 – 30 March 2012.
  6. Saiful Zaimi Yahaya & Nor Ashidi Mat Isa, 2011. Implementation of HMLP Network with Different Activation Functions for Cervical Cells Classification. Proceedings of the 2011 IEEE 7th International Colloquium on Signal Processing and Its Application (CSPA), pp. 266 – 271. Penang, Malaysia, 4 – 6 March 2011.
  7. S Issac Niwas, P. Palanisamy, W. J. Zhang, Nor Ashidi Mat Isa & Rajni Chibbar, 2011. Log-Gabor Wavelet Based Breast Carcinoma Classification Using Least Square Support Vector Machine. Proceedings of the IEEE International Conference on Imaging Systems and Techniques (IST2011), Penang, Malaysia, 17 – 18 May 2011.
  8. Siti Noraini Sulaiman, Nor Ashidi Mat Isa, Nor Hayati Othman and Norhayati Mohamad Noor, 2010. Pseudo Color Features Extraction Technique for Cervical Cancer of Pap Smear Images. Proceedings of 10th International Conference on Intelligent Systems Design and Applications (ISDA2010), pp 314-319, Cairo Egypt, 29 Nov-01 Dec
  9. Fadzil Ahmad, Nor Ashidi Mat Isa, Mohd Khusairi Osman & Zakaria Hussain, 2010. Performance Comparison of Gradient Decent and Genetic Algorithm Based Artificial Neural Networks Training. Proceedings of the 10th International Conference on Intelligent System Design and Applications (ISDA 2010). pp. 604-609. Cairo, Egypt, 29 Nov-01 Dec 2010.
  10. Siti Noraini Sulaiman, Nor Ashidi Mat Isa, Intan Aidha Yusoff and Nor Hayati Othman, 2010. Overlapping Cells Separation Method for Cervical Cell Images. Proceedings of the 10th International Conference on Intelligent Systems Design and Applications (ISDA2010), pp 1218-1222, Cairo Egypt, 29 Nov-01 Dec
  11. Intan Aidha Yusoff, Nor Ashidi Mat Isa, Nor Hayati Othman, Siti Noraini Sulaiman, & Yessi Jusman. 2010. Performance of Neural Network Architectures: Cascaded MLP versus Extreme Learning Machine on Cervical Cell Image Classification. Proceedings of the Information Sciences Signal Processing and their Applications (ISSPA), 10th International Conference, 308-311. 10 -13 May 2010.
  12. Fadzil Ahmad, Nor Ashidi Mat Isa & Zakaria Hussain. 2010. Simultaneous input selection and hidden nodes optimization for sunspot time series prediction. Proceedings of the 2010 4th Asia International Conference on Mathematical/ Analytical Modelling and Computer Simulation. 56-59. Kota Kinabalu, Malaysia. 26-28 May 2010.
  13. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa, Mohammed Fadel Jamil Klaib & Siti Norbaya Azizan. 2007. Designing a combinatorial JAVA unit testing tool. Proceedings of the 3rd IASTED International Conference on advances in Computer Science and Technology. 153-158. Phuket, Thailand. 2-4 April 2007.
  14. Shalihatun Azlin Aziz, Nor Ashidi Mat Isa, Umi Kalthum Ngah, Haidi Ibrahim & Mogd Ezane Aziz. 2007. A PC-based freehand three-dimensional ultrasound. Proceedings of the 3rd IASTED International Conference on advances in Computer Science and Technology. 249-254. Phuket, Thailand. 2-4 April 2007.
  15. Nor Ashidi Mat Isa, Fakroul Ridzuan Hashim, Fong Wai Mei, Dzati Athiar Ramli, Wan Maznah Wan Omar & Kamal Zuhairi Zamli, 2006. Predicting Quality of River’s Water Based on Algae Composition Using Artificial Neural Network. Proceedings of the 2006 IEEE International Conference on Industrial Informatics (INDIN’06), pp. 1340 – 1345. Singapore, 16 – 18 August 2006.
  16. Dzati Athiar Ramli, Junita Mohamed Saleh, Fakhroul Ridzuan Hashim & Nor Ashidi Mat Isa. 2005. Multilayered perceptron (MLP) network trained by recursive least squares algorithm. Proceedings of the 1st International Conference on Computers, Communications and Signal Processing with Special Track on Biomedical Engineering CCSP2005. 288-291. Kuala Lumpur, Malaysia.

Other Journal Papers

  1. Wei Hong Lim & Nor Ashidi Mat Isa. 2015. Particle Swarm Optimisation with Improved Learning Strategy. Journal of Engineering Science. Volume 11. pp. 27 – 48.
  2. Yasmin Mohd Yacob, Harsa Amylia Mat Sakim & Nor Ashidi Mat Isa. 2012. A discretization algorithm based on extended Gini criterion. International Journal of Machine Learning and Computing. 2. No. 3. pp. 209-212
  3. Nazahah Mustafa, Nor Ashidi Mat Isa & Mohd Yusoff Mashor. 2009. Automated Multicells Segmentation of Thinprep Image Using Modified Seed-Based Region Growing Algorithm. International Journal of Biomedical Soft Computing and Human Sciences (IJBSCHS) – Special issue: Biosensors: Data Acquisition, Processing and Control. (ISSN:2185-2421). Vol. 14. No. 2. Pp. 41-47.
  4. Zamani Md Sani, Nor Ashidi Mat Isa, Shahrel Azmin Suandi, Kamal Zuhairi Zamli & Khairun Azizi Azizli, 2008. ‘An Automated Capturing System with Database Facility’, International Journal of Factory Automation, Robotics and Soft Computing, (ISSN: 1828-6984) Issue 3. pp. 94-97.
  5. Nazahah Mustafa, Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman, 2008. Capability Of New Features Of Cervical Cells For Cervical Cancer Diagnostic System Using Hierarchical Neural Network. International Journal of Simulation: Systems, Science, and Technology (IJSSST) Special Issue on: Advances in Mechatronics and AI Models, (ISSN: 1473-8031) 9. No. 2. pp. 56-64.
  6. Norhidayati Abu Seman, Nor Ashidi Mat Isa, Lim Chia Li, Zeehaida Mohamed, Umi Kalthum Ngah & Kamal Zuhairi Zamli, 2008. Classification of Malaria Parasite Species Based on Thin Blood Smears Using Multilayer Perceptron Network. International Journal of The Computer, The Internet and Management. (ISSN No: 0858-7027). Vol. 16. No. 1. pp. 46-52.
  7. Umi Kalthum Ngah, Shalihatun Azlin Aziz, Mohd Ezane Aziz, Mazeda Murad, Nik Munirah Nik Mahdi, Ali Yeon Mat Shakaff, Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Mohd Rizal Arshad. 2008. “A ROC Analysis of MAMMEX and SOUNDEX – Expert Systems for Diagnosis of Breast Diseases”, Akademi Sains Malaysia (ASM) Science Journal, Malaysia. (ISSN:1823-6782). Vo. 2. No. 1. pp. 1-11.
  8. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa & Mohd Daud Alang Hassan, 2007. Software Testing and Automation. International Journal of Factory Automation, Robotics and Soft Computing, (ISSN: 1828-6984) Issue 2. pp. 38 - 43.
  9. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa, Mohamed Fadel Jamil Klaib & Siti Norbaya Azizan, 2007. A Tool for Automated Test Data Generation (and Execution) Based on Combinatorial Approach. International Journal of Software Engineering and Its Application, Vol. 1. No. 1. pp. 19 – 36.
  10. Noorhidayati Abu Seman, Nor Ashidi Mat Isa, Zeehaida Mohamed, Umi Kalthum Ngah & Kamal Zuhairi Zamli, 2007. Classification of Malaria Parasite Species Based on Thin Blood Smears Using Hybrid Multilayered Perceptron Network (HMLP). International Journal of Factory Automation, Robotics and Soft Computing, (ISSN: 1828-6984) Issue 2. pp. 211 – 216.
  11. Kamal Zuhairi Zamli, Mohamad Daud Alang Hassan, Nor Ashidi Mat Isa, Mohamed Jamel Fadel Klaib, 2007. Development of an Automated Testing Tool for Java Program. Akademi Sains Malaysia (ASM) Science Journal, (ISSN: 1823-6782). Vol. 1. No. 2. pp. 87-100.
  12. Esugasini Subramaniam, Tan Kuan Liung, Mohd Yusoff Mashor & Nor Ashidi Mat Isa. 2006. Breast Cancer Diagnosis Systems: A Review. International Journal of The Computer, The Internet and Management. (ISSN No: 0858-7027). Vol. 14. No. 2. pp. 24 – 35.
  13. Nor Ashidi Mat Isa, Ariffuddin Joret, M. Subhi M. Al-Batah, Ahmad Nazri Ali, Kamal Zuhairi Zamli & Khairun Azizi Azizli, 2006. Microcontroller Based HMLP Realization for Aggregate Classification System. International Journal of Factory Automation, Robotics and Soft Computing, (ISSN: 1828-6984) Issue 2. pp. 19 – 26.
  14. Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. 2006. The Applicability of VRPML for Supporting Distributed Software Engineering Teams. International Journal of The Computer, The Internet and Management. (ISSN No: 0858-7027). Vol. 14. No. 3. pp. 89-100. 2006.
  15. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, Kamal Zuhairi Zamli, Nor Rizuan Mat Noor & Nor Hayati Othman, 2006. Supplementary and Alternative Techniques to Interpret Pap Smear: A Review. International Journal of Factory Automation, Robotics and Soft Computing, (ISSN: 1828-6984) Issue 2. pp. 27 – 34.
  16. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman, 2003. Classification of Cervical Cancer Cells Using HMLP Network with Confidence Percentage and Confidence Level Analysis. International Journal of The Computer, The Internet and Management. (ISSN No: 0858-7027). Vol. 11. No. 1. pp. 17-29.
  17. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman Seeded Region Growing Features Extraction Algorithm; Its Potential Use in Improving Screening for Cervical Cancer. International Journal of The Computer, The Internet and Management. (ISSN No: 0858-7027). Vol. 13. No. 1. pp. 61-70.
  18. Nor Ashidi Mat Isa. Automated Detection Technique for Pap Smear Images Using Moving K-Means Clustering and Modified Seed Based Region Growing Algorithm. International Journal of The Computer, The Internet and Management. (ISSN No: 0858-7027). Vol. 13. No. 3. pp. 45-59.
  19. Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. “Modelling and Enacting Software Processes: The Why and How Questions” Technical Journal School of Electrical & Electronic Engineering, USM (ISSN: 1594-6153). Vol. 10. pp. 19 – 27.
  20. Tan Kuan Liung, Mohd Yusoff Mashor, Ahmad Nazri Ali & Nor Ashidi Mat Isa. 2004. “Interfacing Between a Computer and a Hybrid Multilayered Perceptron Network Based Portable System”. Technical Journal School of Electrical & Electronic Engineering, USM (ISSN: 1594-6153). Vol. 10. pp. 28 – 30.
  21. Nazahah Mustafa, Nor Ashidi Mat Isa, Umi Kalthum Ngah, Mohd Yusoff Mashor & Kamal Zuhairi Zamli. 2004. “Linear Contrast Enhancement Processing on Preselected Cervical Cells of Pap Smear Images”. Technical Journal School of Electrical & Electronic Engineering, USM (ISSN: 1594-6153). Vol. 10. pp. 30 - 34.
  22. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Umi Kalthum Ngah, 2001. “Application of Adaptive Histogram Equalization in Medical Imaging: Pap Smear Image Enhancement”, Technical Journal School of Electrical and Electronic Engineering, USM. (ISSN No: 1594-6153). Vol. 7. pp. 22-26. 2000/2001.

Other Proceedings Papers

  1. Mohd Naim Mohd Jain Noordin & Nor Ashidi Mat Isa. 3D matrix rotation-based color correction for underwater images. 4th International Conference on Underwater System Technology: Theory and Applications 2012 (USYS2012). pp. 129-134. Shah Alam, Malaysia, 5-6 December 2012.
  2. Nor Ashidi Mat Isa & Ting Shyue Siong. 2012. Automatic segmentation and detection of mass in digital mammograms. Proceedings of the 11th International Conference on Signal Processing (SIP ’12), World Scientific and Engineering Academy and Society (WSEAS), pp. 143 – 146, Saint Malo, France, 2 – 4 April 2012.
  3. Kenny Kal Vin Toh & Nor Ashidi Mat Isa. 2012. Fuzzy Multipass Filter for Impulse Noise Removal in Digital Images. Proceedings of the 11th International Conference on Signal Processing (SIP ’12), World Scientific and Engineering Academy and Society (WSEAS), pp. 147 - 152, Saint Malo, France, 2 – 4 April 2012.
  4. Yessi Jusman, Nor Ashidi Mat Isa, Siti Noraini Sulaiman & Rohana Adnan. 2010. Performance of Cervical Cell Spectra for Cervical Pre-Cancerous Screening System using HMLP Network. Proceedings of the IEEE 2010 International Conference on Intelligent Network and Computing, ICINC 2010. Vol. 2. pp. 405-409. Kuala Lumpur, 26 – 28 November 2010.
  5. Kamal Zuhairi Zamli, Mohd Daud Alang Ahmad, Nor Ashidi Mat Isa & Siti Norbaya Azizan. 2006. Implementing an Automated JAVA Unit Testing Tool: Some early Experiences. Proceedings of the 2nd Malaysian Software Engineering Conference (MySEC’06) 99 - 105
  6. Dzati Athiar Ramli, Veerayan Mohanadas, Mohd Yusoff Mashor, Nor Ashidi Mat Isa & Fakhroul Ridzuan Hashim. 2005. Adaptive Fuzzy C-Mean for Segmentation of Cervical Cancer Cell. Proceedings of the International Conference on Intelligent Systems 2005 (ICIS2005), Kuala Lumpur, Malaysia, 1 – 3 December 2005.
  7. Nazahah Mustafa, Nor Ashidi Mat Isa, Mohd Yusoff Mashor, & Kamal Zuhairi Zamli. 2005. Comparison of Various Clustering Algorithms in Determining Threshold Value for Modified SBRG for Segmentation of ThinPrep Images Automatically. Proceedings of the International Conference on Intelligent Systems 2005 (ICIS2005), Kuala Lumpur, Malaysia, 1 – 3 December 2005.
  8. Shalihatun Azlin Aziz, Umi Kalthum Ngah, Nor Ashidi Mat Isa, Haidi Ibrahim & Mohd Ezani Aziz. 2005. Least Squares Polynomial Filter for Speckle Reduction on Ultrasound. Proceedings of the International Conference on Intelligent Systems 2005 (ICIS2005), Kuala Lumpur, Malaysia, 1 – 3 December 2005.
  9. Dzati Athiar Ramli, Fakhroul Ridzuan Hashim, Nor Ashidi Mat Isa, Junita Mohamed Saleh, & Aiezaal Azman Abdul Wahab. 2005. Hybrid Multilayered Perceptron (HMLP) Network Trained by RLS and MRPE Algorithms for Classification of Cervical Cells. Proceedings of the International Conference on Intelligent Systems 2005 (ICIS2005), Kuala Lumpur, Malaysia, 1 – 3 December 2005.
  10. Khaw Kien Weng, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. 2005. Product Based 3D E-Commerce Website: A Pilot Study Using VRML, JSP and MySQL. Proceedings of the First Malaysian Software Engineering Conference (MySEC’05), pp. 150 – 154. Penang, Malaysia. 12 – 13 December 2005.
  11. Mohd Daud Alang Hassan, Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. 2005. SFIT – A Software Fault Injection Tool. Proceedings of the First Malaysian Software Engineering Conference (MySEC’05), pp. 260 – 262. Penang, Malaysia. 12 – 13 December 2005.
  12. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa, Ahmad Nazri Ali. 2005. Coordinating Business Processes Using A PML. Proceedings of the International Conference on Information Integration and Web-based Applications and Services, (IIWAS 2005), Vol. 1. pp. 445 – 455. Kuala Lumpur. Sept 19-21, 2005.
  13. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa, Ahmad Nazri Ali. 2005. Towards Facilitating Dynamic Software Evolutions. Proceedings of the International Conference on Information Integration and Web-based Applications and Services, (IIWAS 2005), Vol. 2. pp. 685–689. Kuala Lumpur. Sept 19-21, 2005.
  14. Mohamed Subhi Al-Batah, Nor Ashidi Mat Isa, Khairun Azizi Azizli, Ahmad Nazri Ali & Ariffuddin Joret. 2005. A Review on 3D Object Representation and Recognition. Proceedings of the Brunei International Conference on Engineering and Technology (BICET2005). 167-176. Brunei. August 15-18, 2005.
  15. Nazahah Mustafa, Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Kamal Zuhairi Zamli. 2005. Automatic Positioning of Seed Point for Seed based Region Growing Algorithm. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2005). 442 – 446, Penang, Malaysia, 20 – 22 July 2005.
  16. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa & Mohd Imran Ahmad. 2005. Ensuring Dependability of COTs: A Work Progress. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2005). 829 – 833, Penang, Malaysia, 20 – 22 July 2005.
  17. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa & Wan-Hassan, W. A. 2005. Refactoring an Object-Oriented Windows based Application. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2005). 853 – 856, Penang, Malaysia, 20 – 22 July 2005.
  18. Ariffuddin Joret, Haslina Hassan, Nor Ashidi Mat Isa, Ahmad Nazri Ali, Khairun Azizi Azizli, Kamal Zuhairi Zamli & Mohamed Subhi Al-Batah. 2005. Pilot Study on Classifying the Aggregate Shape with Neural Network. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2005). 881 – 885, Penang, Malaysia, 20 – 22 July 2005.
  19. Ariffuddin Joret, Nor Ashidi Mat Isa, Ahmad Nazri Ali, Kamal Zuhairi Zamli, Khairun Azizi Azizli & Mohamed Subhi Al Batah. 2005. Classifying the Shape of Aggregate Using Hybrid Multilayered Perceptron Network. Proceedings of 9th WSEAS International CSCC Multiconference: CIRCUIT’05, SYSTEM’05, COMPUTER’05 & COMMUNICATION’05. pp 497-514. Vouliagmeni, Athens, Greece. July 11-15, 2005.
  20. Dzati Athiar Ramli, Fakhroul Ridzuan Hashim, Nor Ashidi Mat Isa & Junita Mohamed Saleh. 2005. RLS Algorithm for Classification of Cervical Images Using HiMLP Network. Proceedings of The AEESEAP International Conference 2005. Paper No 18. Kuala Lumpur, Malaysia. June 7 – 8, 2005.
  21. Kamal Zuhairi Zamli & Nor Ashidi Mat Isa. The Computational Model for A Flow-Based Visual Languages. Proceedings of the AIDIS International Conference in Applied Computing 2005. 217 – 224. Algarve, Portugal, February 22 – 25, 2005.
  22. Mohd Yusoff Mashor, Nor Ashidi Mat Isa & Nor Hayati Othman. 2004. Classification of Pap Smear Tests Using Neural Networks. Proceedings of Kuala Lumpur International Conference on Biomedical Engineering (BioMed2004). pp. 21-24. Kuala Lumpur, Malaysia, 2-4 September 2004.
  23. Dzati Athiar Ramli, Mohd Yusoff Mashor, Nor Ashidi Mat Isa & Shahwan, S. A. Diagnosis of Cervical Cancer Using Multilayered Perceptron (MLP) Network. 2004. Proceedings of Kuala Lumpur International Conference on Biomedical Engineering (BioMed2004). pp. 25-28. Kuala Lumpur, Malaysia, 2-4 September 2004.
  24. Rosniwati Ghafar, Mohd Yusoff Mashor, Nor Ashidi Mat Isa, Nor Hayati Othman, Kamal Zuhairi Zamli, & Siti Noraini Sulaiman. 2004. Contrast Enhancement of Pap Smear Cytology Images Using Automatic Thresholding Technique. Proceedings of Kuala Lumpur International Conference on Biomedical Engineering (BioMed2004). pp. 203-206. Kuala Lumpur, Malaysia, 2-4 September 2004.
  25. Tan Kuan Liung, Mohd Yusoff Mashor, Ahmad Nazri Ali. & Nor Ashidi Mat Isa. Implementation of the Hybrid Multilayered Perceptron Network in Assembly Language. Proceedings of International Conference on Artificial Intelligence in Engineering and Technology (iCAiET2004). pp. 753-757. Kota Kinabalu, Sabah, Malaysia, 3-5 August 2004.
  26. Nor Ashidi Mat Isa, Nazahah Mustafa, Mohd Yusoff Mashor, Nor Hayati Othman & Kamal Zuhairi Zamli. 2004. Contrast Enhancement Method for Cervical Cell of Interest Using Histogram Equalization. Proceedings of International Conference on Artificial Intelligence in Engineering and Technology (iCAiET2004). pp. 407-412. Kota Kinabalu, Sabah, Malaysia, 3-5 August 2004.
  27. Nor Ashidi Mat Isa, Tan Kuan Liung, Mohd Yusoff Mashor, Ahmad Nazri Ali & Nor Hayati Othman. 2004. Intelligent Cervical Pre-Cancerous Screening System Based on HRBF Neural Network. Proceedings of International Conference and Exhibition on Knowledge Management (KMICE2004). pp. 207 – 210. Penang, Malaysia. 14 – 15 February 2004.
  28. Nor Ashidi Mat Isa, Tan Kuan Liung, Mohd Yusoff Mashor, Ahmad Nazri Ali & Nor Hayati Othman. 2004. Neural Network Based Cervical Cancer Classification System Design. 2004 Proceedings of International Conference and Exhibition on Knowledge Management (KMICE2004). pp. 211 – 211. Penang, Malaysia. 14 – 15 February 2004.
  29. Rosniwati Ghafar, Mohd Yusoff Mashor, Nor Hayati Othman & Nor Ashidi Mat Isa. 2003. Local Database System for Pap Smears. Proceedings of Conference in Conjunction with the Public Institutions of Higher Learning (IPTA) Research and Development Exposition 2003. Vol. 5. pp. 389-392. PWTC, Kuala Lumpur. 9 – 12 October 2003.
  30. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman. 2003. Classification of Abnormal Cervical Cells Using Hierarchical Multilayered Perceptron Network. Proceedings of World Congress on Medical Physics and Biomedical Engineering (WC2003). paper no. 103. Vol. 4. Sydney, Australia. 24 – 29 August 2003.
  31. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman. 2003. Contrast Enhancement Image Processing Technique on Segmented Pap Smear Cytology Images. Proceedings of World Congress on Medical Physics and Biomedical Engineering (WC2003). paper no. 108. Vol. 4. Sydney, Australia. 24 – 29 August 2003.
  32. Umi Kalthum Ngah, Nor Ashidi Mat Isa & Masriah Mohd Noor. 2003. Automated Seed-Based Region Growing Using the Moving K-Means Clustering for the Detection of Mammographic Microcalcifications. Proceedings of World Congress on Medical Physics and Biomedical Engineering (WC2003). paper no. 348. Vol. 4., Sydney, Australia. 24 – 29 August 2003.
  33. Rosniwati Ghafar, Nor Ashidi Mat Isa, Umi Kalthum Ngah, Mohd Yusoff Mashor & Nor Hayati Othman. 2003. Segmentation of Stretched Pap Smear Cytology Images Using Clustering Algorithm. Proceedings of World Congress on Medical Physics and Biomedical Engineering (WC2003). paper no. 2356. Vol. 4, Sydney, Australia. 24 – 29 August 2003.
  34. Nor Ashidi Mat Isa, Rosniwati Ghafar, Mohd Yusof Mashor, Nor Hayati Othman & Madhavan Manoharan 2003. Automatic Thresholding for Segmentation of Pap Smear Cytology Images. Proceedings of the 3rd International Conference on Advances in Strategic Technologies (ICAST2003). pp. 695 – 700. Vol 2. Kuala Lumpur, Malaysia. 12 – 14 August 2003.
  35. Tan Kuan Liung, Mohd Yusoff Mashor, Nor Ashidi Mat Isa, Ahmad Nazri Ali & Nor Hayati Othman. 2003. Design of A Neural Network Based Cervical Cancer Diagnosis System: A Microcontroller Approach. Proceedings of the 3rd International Conference on Advances in Strategic Technologies (ICAST2003). pp. 725 – 730. Vol 2. Kuala Lumpur, Malaysia. 12 – 14 August 2003.
  36. Tan Kuan Liung, Mohd Yusoff Mashor, Nor Ashidi Mat Isa, Ahmad Nazri Ali & Nor Hayati Othman. 2003. Diagnosis Support System for Cervical Cancer: A Review. Proceedings of the 3rd International Conference on Advances in Strategic Technologies (ICAST2003). pp. 843 – 848. Vol 2. Kuala Lumpur, Malaysia. 12 – 14 August 2003.
  37. Nor Ashidi Mat Isa, Rosniwati Ghafar, Mohd Yusoff Mashor, Nor Hayati Othman & Madhavan Manoharan. 2003. Application of The RBF and MLP Networks for Diagnosis of Cervical Cancer. Proceedings of the 3rd International Conference on Advances in Strategic Technologies (ICAST2003). pp. 849 – 852. Vol. 2. Kuala Lumpur, Malaysia. 12 – 14 August 2003.
  38. Nor Ashidi Mat Isa, Harsa Amylia Mat Sakim, Mohd Yusoff Mashor, & Nor Hayati Othman. 2003. A Review on Application of Neural Network in Cancer Disease: Case of Cervical and Breast Cancer. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2003). pp. 538–543. Penang, Malaysia. 22-24 January 2003.
  39. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman. 2003. Comparison of Segmentation Performance of Clustering Algorithms for Pap Smear Images. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2003). pp. 118–125. Penang, Malaysia. 22-24 January 2003.
  40. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, Nor Hayati Othman & Siti Noraini Sulaiman. 2003. Application of Moving K-Means Clustering for Pap Smear Image Processing. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2003). pp. 74–77. Penang, Malaysia. 22-24 January 2003.
  41. Rosniwati Ghafar, Mohd Yusoff Mashor, Nor Ashidi Mat Isa & Nor Hayati Othman. 2003. The Effect of Stretching Method on The Pap Smears Slides Images. Proceedings of International Conference on Robotics, Vision, Information and Signal Processing (ROVISP2003). pp. 69-73. Penang, Malaysia. 22-24 January 2003.
  42. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, & Nor Hayati Othman, Pap Smear Image Segmentation Using Modified Moving K-Means Clustering. 2002. Proceedings of Kuala Lumpur International Conference on Biomedical Engineering (BioMed2002). pp. 44-46. Kuala Lumpur, Malaysia, 5-8 June 2002.
  43. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, & Nor Hayati Othman. 2002. Automatic Seed Based Region Growing for Pap Smear Image Segmentation. Proceedings of Kuala Lumpur International Conference on Biomedical Engineering (BioMed2002). pp. 167-169. Kuala Lumpur, Malaysia, 5-8 June 2002.
  44. Mohd Yusoff Mashor, Nor Ashidi Mat Isa & Nor Hayati Othman. 2002. Automatic Pap Smear Screening Using HMLP Network. Proceedings of International Conference on Artificial Intelligence in Engineering and Technology (iCAiET). pp. 453-457. Kota Kinabalu, Sabah, Malaysia, 17–18 June 2002.
  45. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, & Nor Hayati Othman. 2002. Diagnosis of Cervical Cancer Using Hierarchical Radial Basis Function (HiRBF) Network. Proceedings of International Conference on Artificial Intelligence in Engineering and Technology (iCAiET). pp. 458-463. Kota Kinabalu, Sabah, Malaysia, 17–18 June 2002.
  46. Nor Ashidi Mat Isa, Mohd Yusoff Mashor & Nor Hayati Othman. 2001. Diagnosis of Cervical Cancer Using Hybrid Radial Basis Function Network. Proceedings of Student Conference on Research and Development (SCOReD). pp. 37. Kuala Lumpur, Malaysia, 20-21 February 2001.

Chapter of the Book

  1. Zamani Md Sani, Nor Ashidi Mat Isa, Shahrel Azmin Suandi, Kamal Zuhairi Zamli & Khairun Azizi Azizli. 2008. An Automated Capturing System with Database Facility. in Emerging Technologies, Robotics and Control Systems, (Edited by Salvatore Pennacchio). INTERNATIONALSAR, (ISBN: 978-88-901928-2-1), 2nd Edition, 244-247.
  2. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa & Mohd Daud Alang Hassan. 2007. Software Testing and Automation. in Emerging Technologies, Robotics and Control Systems, (Edited by Salvatore Pennacchio). INTERNATIONALSAR, (ISSN: 1828-6984). Vol. 1. pp. 40-45. 2007.
  3. Noorhidayati Abu Seman, Nor Ashidi Mat Isa, Zeehaida Mohamed, Umi Kalthum Ngah & Kamal Zuhairi Zamli. 2007. Classification of Malaria Parasite Species Based on Thin Blood Smears Using Hybrid Multilayered Perceptron Network (HMLP)”, in Emerging Technologies, Robotics and Control Systems, (Edited by Salvatore Pennacchio). INTERNATIONALSAR, (ISBN: 978-88-901928-2-1), Vol. 2, pp. 168-173.
  4. Nor Ashidi Mat Isa, Ariffuddin Joret, M. Subhi M. Al-Batah, Ahmad Nazri Ali, Kamal Zuhairi Zamli, Khairun Azizi Azizli. Microcontroller Based HMLP Realization for Aggregate Classification System. in Recent Advances in Control Systems, Robotics and Automation (Edited by Salvatore Pennacchio). pp. 44 – 51. INTERNATIONALSAR, Italy, (ISBN: 88-901928-0-1). 2006.
  5. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, Kamal Zuhairi Zamli, Nor Rizuan Mat Noor & Nor Hayati Othman. 2006. Supplementary and Alternative Techniques to Interpret Pap Smear: A Review. in Recent Advances in Control Systems, Robotics and Automation (Edited by Salvatore Pennacchio). pp. 52 – 59. INTERNATIONALSAR, Italy. (ISBN: 88-901928-0-1). 2006.

 Last Updated on 23.06.2020

Grants

As Principle Investigator

  1. Nor Ashidi Mat Isa, Mohamad Khairi Ishak, Md Manjur Ahmed and Lim Wei Hong. Enhanced Differential Evolution Algorithm by Balancing the Exploitation and Exploration Search Behavior for Data Clustering. Fundamental Research Grant Scheme (FRGS), Ministry of Education, Malaysia. RM 78,000.00. 1 January 2019 – 31 December 2021
  2. Nor Ashidi Mat Isa, Norazah Mohd Yusoff and Nor Rizuan Mat Noor. Development of Automated Intelligent Karyotyping System for Classifying Abnormal Chromosome. Research University Individu (RUI) Grant. RM 100,000.00. 1 January 2018 – 31 December 2020
  3. Nor Ashidi Mat Isa, Umi Kalthum Ngah, Siti Noraini Sulaiman, Mahaneem Mohamad, Khairunnisa Hasikin. Formulation of A Robust Framework of Image Enhancement for Non-Uniform Illumination and Low Contrast Images. Fundamental Research Grant Scheme (FRGS), Ministry of Education, Malaysia. RM 129,000.00. 1 July 2014 – 30 June 2017
  4. Nor Ashidi Mat Isa, Nurul Khaiza Yahya & Zeehaida Mohamed. Development of An Intelligent Auto-Immune Diseases Diagnostic System by Classification of Hep-2 Immunoflourescence Patterns. Research University Individu (RUI) Grant. RM 250,000.00. 1 December 2013 – 30 November 2016
  5. Nor Ashidi Mat Isa, Lim Chee Peng, Shahrel Azmin Suandi & Mahaneem Mohamed. Development of Computational Intelligent Infertility Detection System Based on Sperm Motility Analysis. ScienceFund, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM 156,140.00. 1 March 2012 – 31 August 2013
  6. Nor Ashidi Mat Isa, Mohd Zaid Abdullah & Kamal Zuhairi Zamli. Investigation of New Color Image Illumination Estimation Concept for Development of New Color Correction Techniques (Penyiasatan konsep baharu penganggaran illuminasi imej berwarna baharu untuk pembinaan teknik pembetulan warna baharu). Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 136,000.00. 1 August 2011 – 31 July 2013
  7. Nor Ashidi Mat Isa, Mohd Ezane Aziz & Umi Kalthum Ngah. Fuzzy Logic Based Segmentation Technique for Determination of Breast Tumour on Mammogram Image. Short Term Grant USM. RM 39,970.00. 15 May 2011 - 14 May 2013
  8. Nor Ashidi Mat Isa, Nor Hayati Othman, Kamal Zuhairi Zamli, Rohana Adnan, Nor Aliza Abdul Ghaffar, Umi Kalthum Ngah & Harsa Amylia Mat Sakim. Study on capability of FTIR spectral characteristics for development of intelligent cervical precancerous diagnostic system. Research University Individu (RUI) Grant. RM 235,408.00. 1 April 2010- 31 March 2012
  9. Nor Ashidi Mat Isa, Harsa Amylia Mat Sakim, Kamal Zuhairi Zamli, Mohd Ezane Aziz. Investigation of mammogram Images Characteristics for Medical Imaging Application. Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 50,000.00. 15 October 2007 – 15 October 2009.
  10. Nor Ashidi Mat Isa, Habibah A. Wahab, Kamal Zuhairi Zamli, Junita Mohamad Saleh. Development of a New Architecture and Learining Algorithm of Artificail Neural networks for Determination of Potential Drug in Herbal Medicine. ScienceFund, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM 138,640.00. October 2007 – April 2009.
  11. Nor Ashidi Mat Isa, Nor Hayati Othman & Mohd Yusoff Mashor. Development of an Intelligent Screening System for Cervical Cancer. External Grant from National Cancer Council, Malaysia. RM 210,000.00. September 2007 – September 2010.
  12. Nor Ashidi Mat Isa, Khairun Azizi Azizli, Shahrel Azmin Suandi, Kamal Zuhairi Zamli. Development of an Automatic Real Time Intelligent Aggregate Classification System Based on Image Processing and Neural Network. ScienceFund, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM 150,995.00. December 2006 – October 2008.
  13. Nor Ashidi Mat Isa, Umi Kalthum Ngah, Zeehaida Mohamed, Kamal Zuhairi Zamli. Development of an Electronic Intelligent Screening System for Malaria Parasite with Automatic Capturing Facility. Short Term Grant USM. RM 16,569.00. 1 April 2006 – 31 March 2008.
  14. Nor Ashidi Mat Isa, Dzati Athiar Ramli, Wan Maznah Wan Omar. Development of Intelligent System for Classifying Quality of Water Based on Algae Composition. Short Term Grant USM. RM 17,206.80. 1 October 2005 – 20 Sepetember 2007.
  15. Nor Ashidi Mat Isa, Mohd Yusoff Mashor, Nor Hayati Othman. Development of Image Processing Software for Pap Smear Images. Short Term Grant USM. RM 16,880.10. 1 April 2004 – 31 Mac 2006.
  16. Nor Ashidi Mat Isa, Ahmad Nazri Ali, Mohd Yusoff Mashor, Umi Kalthum Ngah, Nor Hayati Othman. Development of a Low Cost Intelligent Rapid Diagnostic System for Cervical Cancer” (under program research: Cancer of the Cervix – Understanding Its Pathogenesis, Developing Its Screening, Preventive and Treatment Strategy). IRPA Prioritized Research Grant, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM 342,920.00. 1 September 2003 – 31 August 2006.

As Co-Investigator

  1. Muhammad Firdaus Akbar Jalaludin Khan, Bakhtiar Affendi Rosdi, Muhammad Nasiruddin Bin Mahyuddin, Nor Ashidi Mat Isa, An Automated Machine Vision Inspection System. External Grant from UIS Technologies Sdn. Bhd. RM13,500.00 1 January 2020 – 30 June 2020.
  2. Raa Khimi Shuib, Mohd Hazwan Hussin, Nor Ashidi Mat Isa. Room Temperature Self-Healing Natural Rubber for Sensing of Damage and Lifespan Prediction. Research University Individu (RUI) Grant. RM50,000.00. 1 January 2020 – 31 December 2022.
  3. Muhammad Firdaus Akbar Jalaludin Khan, Azhar Mohd Ibrahim, Ghassan Nihad Jawad, Nor Ashidi Mat Isa. Formulation of Size and Depth of Defect Under Insulation Using Microwave Non-Destructive Testing (NDT) Method. Fundamental Research Grant Scheme (FRGS), Ministry of Education, Malaysia. RM121,600.00. 1 September 2019 – 30 November 2022.
  4. Muhammad Firdaus Akbar Jalaludin Khan, Junita Mohamad Saleh, Mohd Fadzil Ain, Nor Ashidi Mat Isa. Microwave Non-Destructive Inspection of Glass Fiber Reinforced Polymer (GFRP), Short Term Grant USM. RM35,200.00. 1 May 2019 – 30 April 2021.
  5. Muhammad Firdaus Akbar Jalaludin Khan, Mohd Fadzil Ain, Mohd Nazri Mahmud, Nor Ashidi Mat Isa. Microwave Inspection System for Corrosion Under Insulation for Oil and Gas Industry. Innovation Seed Fund USM. RM25,000.00. 1 May 2019 – 31 April 2020.
  6. Zainal Ahmad, Derek Chan Juinn Chieh, Dipesh S Patle, Farzad Ismail, Nor Ashidi Mat Isa, Norashid Aziz, Syamsul Rizal Abd Shukor, Direct Biodiesel Synthesis from Microalgae Through in Situ Transesterification using Homogeneous Catalyst. Research University Individual (RUI) Grant. RM70,000.00. 1 September 2018 – 31 August 2020.
  7. Dahaman Ishak, Nor Ashidi Bin Mat Isa, Tiang Tow Leong. A Novel Framework for Multi-Objective Design and Optimisation of Surface-Mounted Permanent Magnet Synchronous Machines. Research University Individual (RUI) Grant. RM100,000.00. 1 May 2018 – 30 April 2021.
  8. Patrick Goh Kuan Lye, Mohd Fadzil Ain, Nor Ashidi Mat Isa, Nur Syazreen Ahmad. A Pole-Residue Formulation for Eye Height/Width Analysis of High-Speed Interconnect Signals using Artificial Neural Networks. RM83,600.00. Research University Individual (RUI) Grant. 1 March 2017 – 28 February 2020.
  9. Nor Rizuan Mat Noor, Nor Ashidi Mat Isa. Real-Time/Near Real-Time Hyperspectral Image Compression on Embedded Platforms. Short Term Grant USM. RM44,780.00. 15 January 2017 – 14 January 2020.
  10. Manjur Ahmed, A. S. Nazmul Huda & Nor Ashidi Mat Isa. Development of Self-Adaptive Fuzzy Classification Systems for the Condition Monitoring of Electrical Hotspot. UMP Innovation Research Grant. RM 22,000.00. 15 May 2017 – 14 May 2019.
  11. Noor Diyana Osman, Ibrahim Lutfi Shuaib, Mohd Zahri Abdul Aziz, Nor Ashidi Mat Isa. Metal Artifact Correction Algorithm in CT Imaging based-on Dual-Thresholding and Sinogram Interpolation Technique. RM100,000.00. Research University Individual (RUI) Grant. 1 March 2016 – 31 August 2019.
  12. Ahmad Shahrizan Abdul Ghani, Wan Faizura Wan Tarmizi, Muhammad Luqman Muhd Zain, Nor Ashidi Mat Isa, Wan Nural Jawahir Wan Yusof, Azman Abdul Rahman & Zulkifi Ismail. Elucidation of Light Attenuation in Water Medium for Enhancement of Underwater Image Contrast and Color. Fundamental Research Grant Scheme (FRGS), Ministry of Education, Malaysia. RM 53,200.00. 2 November 2015 – 1 November 2017.
  13. Siti Noraini Sulaiman, Nooritawati Md Tahir, Iza Sazanita Isa, Nor Ashidi Mat Isa & Zakaria Hussain. A Novel Random-Valued Impulse Noise Removal Based on Adaptive Switching Filter and Local-Preserving Scheme. Fundamental Research Grant Scheme (FRGS), Ministry of Education (MOE), Malaysia. RM 67,700.00. 1 July 2014 – 30 June 2017
  14. David Bong Boon Liang, Nor Ashidi Mat Isa & Khoo Bee Ee. Blind-PSNR Model for No-Reference Image Quality Assessment. Research Acculturation Collaborative (RACE) Grant, Ministry of Higher Education (MOHE), Malaysia. RM 50,000.00. 22 January 2014 – 21 January 2016
  15. Muhammad Imran Ahmad, Nor Ashidi Mat Isa, Mohd Nazrin Md Isa, Zaizu Alias & Rafikha Aliana A. Raof. A Study of Local Feature Extraction and Modelling in Face Recognition System. Research Acculturation Collaborative (RACE) Grant, Ministry of Higher Education (MOHE), Malaysia. RM 40,000.00. 10 January 2014 – 9 January 2016
  16. Rafeezul Mohamed, Mohd Azhar Abd. Razak, Nahrizul Adib Kadri, Nor Ashidi Mat Isa. Determination of Electrophysiological Properties of Human Leukocyte Subpopulations Using Lab-on-Chip Device. Short Term Grant USM. RM36,998.50. 15 September 2014 – 15 September 2017.
  17. Mohd Zaid Abdullah, Nor Ashidi Mat Isa & TT Vision Technologies Sdn Bhd. Machine Vision System for Microcrack Detection in Solar Wafers. External Grant TT Vision Technologies Sdn Bhd (CREST grant). RM135,200.00.00. November 2012 – October 2014
  18. Lim Chee Peng, Nor Ashidi Mat Isa. An Investigation on the Fundamental Learning Properties of Adaptive Resonance Theory Neural Network Models. Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 43,000.00. 1 April 2011 – 31 March 2013
  19. Mohd Zaid Abdullah, Nor Ashidi Mat Isa. Multi-Resolution Analysis of Texted Image Featuring Adaptive Discrete Wavelet Transform. Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 37,000.00. 1 May 2011 – 30 April 2013
  20. Zainal Arifin Mohd Ishak, Hanafi Ismail, Nor Ashidi Mat Isa & Choong Kok Keong. Green Composite: Inspiring Sustainable Alternative for Cost Effective Materials – Design & Performance. Research University Cluster (RUC). RM 1,093,000.00. 15 June 2011 – 14 June 2016.
  21. Mohd Pazudin Ismail, Nor Ashidi Mat Isa & Umi Kalthum Ngah. Development of A Fuzzy Expert System (Knowledge Based System) in Cervical Cancer Screening. Short Term Grant USM. RM 18,568.00. 15 September 2011 – 14 September 2013
  22. Harsa Amylia Mat Sakim, Lee Yeong The & Nor Ashidi Mat Isa. Development of Intelligent Diagnostic Tools for Endiscopic Gastritis. Research University Individu (RUI) Grant. RM 164,513.00. 1 May 2010 – 30 April 2013
  23. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa. Investigating T-Way Test Data Reduction Strategy Using Particle Swarm Optimization Technique. Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 48,000.00. 1 May 2010 – 30 April 2012.
  24. Widad Ismail, Kamal Zuhairi Zamli, Mandeep Singh a/l Jit Singh, Nor Ashidi Mat Isa, Syed Idris Syed Hassan & Zaini Abdul Halim. The Development And Implementation Of A Digital Smart Community Platform Using RFID. TechnoFund, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM1,631,307.00. 1 January 2008 – 31 December 2010.
  25. Widad Ismail, Kamal Zuhairi Zamli. Mohd Rizal Arshad, Nor Ashidi Mat Isa & Zaini Abdul Halim. ZERO-P and EXCELL Programs. External Grant Agilent Technologies Inc, Santa Clara, California, USA. RM16,500.00. 1 February 2008 – 31 January 2009.
  26. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa. Development of Systematic Test Data Reduction Techniques for Hardware and Software Testing. External Grant Agilent Technologies Inc, Santa Clara, California, USA. USD 12,615.00. January 2008 – January 2009.
  27. Shahrel Azmin Sundi, Nor Ashidi Mat Isa. Development of A Fast Faces Detection System in Outdoor Environment for Intelligent Sourveillance Security System. Short Term Grant USM. RM 36,604.00. 1 March 2008 – 28 February 2011
  28. Kamal Zuhairi Zamli, Shahida Sulaiman, Nor Ashidi Mat Isa. Development of a Mobile Agent Based Parallel and Automated Java Testing Tool. ScienceFund, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM 172,460.00. September 2007 - January 2009.
  29. Junita Mohamad Saleh, Zalina Abdul Aziz, Nor Ashidi Mat Isa, Aiezaal Azman Abdul Wahab. A Study on the Parameter of Electrical Capacitance Tomography System for Gas Liquid Flow Interpretation Using Artificial Neural Estimators. Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 60,000.00. 15 October 2007 – 15 October 2010.
  30. Abu Hassan Ahmad, Che Salmah Md Rawi, Nor Ashidi Mat Isa, Wan Maznah Wan Omar, Nurul Salmi Abd. Latip. Kairun Yahya, Amir Shah Ruddin Md Shah, Sharul Anuar Mohd Sah. Wetlands Ecosystem Health: A Key Factor in the Sustainable Development of Watersheds in the Northern Corridor Economic Region. Research University Cluster (RUC) Grant. RM 689,200.00. October 2007 – September 2010.
  31. Mohd Zaid Abdullah, Nor Ashidi Mat Isa, Kamal Zuhairi Zamli, Mohd Fadzil Ain etc. Research University Cluster (RUC) Grant. RM 698,600.00. October 2007 – Sepetmber 2010.
  32. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa. Investigating Heuristic Algorithm to Address Combinatorial Explosion Problem for Hardware ans Software Testing. Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), Malaysia. RM 50,000.00. October 2007 – October 2010
  33. Harsa Amylia Mat Sakim, Umi Kalthun Ngah, Nor Ashidi Mat Isa. Fuzzy Logic to Predict Axillary Lymph Node Involvement in Breast Cancer. Short Term Grant USM. RM 18,090.00. 15 March 2007 – 14 March 2009.
  34. Kamal Zuhairi Zamli, Umi Kalthum Ngah, Nor Ashidi Mat Isa. Development of a Software Fault Injection Tool to Ensure Dependability of Commercial-Off-The-Shelf Components (Cots) for Embedded System Application. ScienceFund, Ministry of Science, Technology and Innovation (MOSTI), Malaysia. RM 169,956.00. December 2006 – May 2008.
  35. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa. Development of An Automated Unit Testing Tool for JAVA Program. Short Term Grant USM. RM 19,985.00. 15 July 2006 – 14 July 2008.
  36. Siti Noraini Sulaiman, Mohd Yusoff Mashor, Nor Ashidi Mat Isa. : Intelligent Classification System for Breast Cancer Microcalcification (Sistem Klasifikasi Pintar Untuk Mikrokalsifikasi Barah Payudara). Universiti Teknologi MARA (UiTM) Grant. RM 19,992.00. February 2004 – January 2005.
  37. Kamal Zuhairi Zamli, Nor Ashidi Mat Isa. The Design and Implementation of the VPRML Support Environment. Short Term Grant USM. RM 19,962.00. 1 November 2004 – 31 October 2006.
  38. Ahmad Nazri Ali, Mohd Yusoff Mashor, Nor Ashidi Mat Isa. Design of a Low-Cost Portable Diagnosis Kit for Cervical Cancer. Short Term Grant USM. RM17,621.00. 1 January 2003 – 31 December 2004.

 Last Updated on 23.06.2020

Supervision

PhD Research Mode (As Main Supervisor)

  1. Tan Weng Chun. Development of Intelligent Human Sperm Motility Classification Method. PhD Thesis. USM. January 2019 – graduated.
  2. Hisham Haider Yusef Sa’ad. New Structural Evolving Algorithms for Fuzzy Systems. PhD Thesis. USM. September 2018 – graduated.
  3. Abdullah Amer Mohammed Salih. Adaptive Local Fuzzy Based Region Determination Image Enhancement Techniques for Non-Uniform Illumination and Low Contrast Images. PhD Thesis. USM. August 2018 – graduated.
  4. Mohammed Y. T. Alswaitti. Balancing Exploration and Exploitation Search Behavior on Nature-Inspired Clustering Algorithms. PhD Thesis. USM. August 2018 – graduated.
  5. Nadia A. Al-Rousan. Integration of Logistic Regression and Multi-layer Perceptron for Single and Dual Axis Solar Tracking Systems. PhD Thesis. USM. June 2018 – graduated.
  6. Jing Rui Tang. Classification of Cervical Squamous Epithelial Cells Using Aftificial Neural Network Based on Chromatin Pattern and Nuclear Membrane Irregularity. PhD Thesis. USM. February 2017 – graduated.
  7. Fadzil Ahmad. Improved Genetic Algorithm-Multilayer Perceptron Network for Pattern Classification. PhD Thesis. USM. January 2017 – graduated.
  8. Luqman Mahmood Mina. Development of A Discrete Wavelet Transform and Artificial Neural Network Based Classification System for Mammogram Images. PhD Thesis. USM. September 2016 – graduated.
  9. Mohd Naim Mohd Jain Noordin. Algoritma-algoritma Pembetulan Warna Baharu untuk Imej Digital Berwarna (New Color Correction Algorithms for Digital Color Image). PhD Thesis. USM. April 2016 – graduated.
  10. Md Manjur Ahmed. New Evolving Fuzzy System Algorithms Using Dynamic Constraint. PhD Thesis. USM. January 2016 – graduated.
  11. Suheir Elbayoumi Harb. New Image Magnification Algorithms for Digital Images. PhD Thesis. USM. July 2015 – graduated
  12. Mritha Ramalingam. New Transform Domain Based Video Steganography Techniques. PhD Thesis. USM. August 2015 – graduated
  13. Ahmad Shahrizan Abdul Ghani. Improved Underwater Image Contrast Enhancement Technique Based on Histogram Modification. PhD Thesis. USM. March 2015 – graduated
  14. Lim Wei Hong. Enhanced Particle Swarm Optimization Algorithms with Robust Learning Strategy for Global Optimization. PhD Thesis. USM. September 2014 – graduated
  15. Khairunnisa Hasikin. An improved infertility detection approach for sperm motility analysis. PhD Thesis. USM. June 2014 – graduated
  16. Oong Tatt Hee. Evolutionary-based Fuzzy ARTMAP Multinet System for Pattern Classification Application. PhD Thesis. USM. January 2013 – graduated
  17. Kenny Toh Kal Vin. Robust Framework for Digital Image Denoising and Deblurring. PhD Thesis. USM. June 2012 – graduated
  18. Siti Noraini Sulaiman. Penambahbaikan Proses Pengekstrakan Ciri dan Pengklasifikasian Sel Kanser Pangkal Rahim untuk Sistem NeuralPap (Improvement of Features Extraction Process and Classification of Cervical Cancer for the NeuralPap System). PhD Thesis. USM. February 2012 – graduated
  19. Samy A. M. Salamah. Intelligent Computer Vision for Classification of Sprague Dawley Rat Sperm. PhD Thesis. USM. February 2011 – graduated
  20. Mohammad Subhi Al Batah. An Intelligent Classification System for Aggregate Based on Image processing and Neural Network. PhD Thesis. USM. March 2009 – graduated

PhD Research Mode (As Co-Supervisor)

  1. Ali Qusay Al-Faris. An Effective Automatic Computer Aided Segmenttaion System for Breast Magnetic Resonance Imaging Tumours. PhD Thesis. USM. September 2015 – graduated
  2. Mutasem Shahib Hussein Alkhasawneh. Improvement of Landslide Prediction System Based on Hybrid Neural Networks (Penang Island, Malaysia). PhD Thesis. USM. January 2015 – graduated
  3. Yasmin M Yaccob. Dynamic Window and Pairwise Gini Criterion to Improve Class-Based Discritization Algorithm. PhD Thesis. USM. December 2014 – graduated
  4. Omid Pourgalehdari. Dynamic Change Impact Analysis with Visualization Support for Regression Testing. PhD Thesis. USM. June 2014 - graduated
  5. Mohammad Fadel Kamil Klaib. Development of an Automated Test Data Generation and Execution Strategy using Combinatorial Approach. PhD Thesis. USM. June 2009 – graduated

MSc Research Mode (As Main Supervisor)

  1. Mohamad Shahrul Affendi Baharom. Modified Piecewie Linear Mapping Contrast Enghancement and Local Otsu egmentation Methods for Hep-2 Cell Images. MSc Thesis. USM. March, 2019 – graduated.
  2. Lim Jin Chow. Development of Knowledge-Based Expert Screening System for Cervical Cancer. MSc Thesis. USM. September, 2016 – graduated.
  3. Kong Teck Long. Improved Image Enhancement Method for Non-uniform Illumination and Low Contrast Images Using Bi-Histogram Modification Approach. MSc Thesis. USM. July 2016 – graduated.
  4. Chan Keam Seng. A New Approach to Fuzzy Clustering with Enhanced Capability in Classifying The In-Between Pixels. MSc Thesis. USM. July 2016 – graduated.
  5. Rawia M.A Abu Amr. New Proposed Mapping Based Magnification Algorithm. MSc Thesis. USM. April 2015 – graduated.
  6. Hafizi Abu Samah. Kernel Regression Based Technique for False Edge Elimination. MSc Thesis. USM. July 2014 – graduated
  7. Mohd Helmi Suid. Pendekatan Baharu Penapis Median Pensuisan untuk Pengurangan Hingar Impuls Tahap Rendah pada Imej Digital (New Approach of Switching Median Filters for Low Level Impulse Noise Reduction in Digital Images). MSc Thesis. USM. June 2014 – graduated
  8. Lim Sheng Hoong. New Contrast Enhancement Techniques Bsed on Histogram Uqualization Concept for Digital Image. MSc Thesis. USM. June 2013 – graduated
  9. Ting Shyue Siong. Detection and Segmentation of Mass Region in Mammogram Image. MSc Thesis. USM. January 2013 – graduated
  10. Siti Nurul Aqmariah Mohd Kanafiah. Sistem Pengklasifikasian Pintar untuk Jenis Parasit Malaria (An Intelligent Classification System for Malarial Parasites Types). MSc Thesis. USM. May 2012 – graduated
  11. Fasahat Ullah Siddiqui. Enhanced Clustering Algorithms for Gray-Scale Image Segmentation. MSc Thesis. USM. April 2012 – graduated
  12. Yessi Jusman. An Intelligent Screening System for Cervical Precancerous Based on Fourier Transform Infrared (FTIR) Spectra. MSc Thesis. USM. February 2012 – graduated
  13. Ooi Chen Hee. New Histogram Equalization Based Detail and Brightness Preserving Techniques for Digital Images. MSc Thesis. USM. November 2010 – graduated
  14. Tan Khang Siang. Initialization Methods for Conventional Fuzzy C-Means and Its Application Towards Colur Image Segmentation. MSc Thesis. USM. May 2011 – graduated
  15. Shalihatun Azlin Aziz. Pembangunan Sistem Penjanaan Ultrabunyi Tiga Dimensi (Development of Three Dimensional Ultrasound System). MSc Thesis. USM. October 2010 – graduated
  16. Zailani Mohd Nordin. Enhanced Image Processing Techniques Based on Technical Challenges of Mammogram Image Characteristics. MSc Thesis. USM. April 2010 – graduated
  17. Wan Mohd fahmi Wan Mamat. Rangkaian Neural Perspetron Berbilang Lapisan Hibrid Berkelompok untuk Pengelasan Corak yang Lebih Baik (Clustered Hybrid Multilayered Perceptron Neural Network for Better Pattern Classification). MSc Thesis. USM. November 2009 – graduated
  18. Zamani Md Sani. Automated Intelligent Real-Time System for Aggregate Classification. MSc Thesis. USM. May 2009 – graduated
  19. Mohd Fauzi Alias. Pengklasifikasian Sperma Normal dan Abnormal daripada Suspensi Sperma Tikus Sprague Dawley (Classification of Normal and Abnormal Sperm from Suspension of Sprague Dawley Rat Sperm). MSc Thesis. USM. March 2009 – graduated
  20. Nor Rizuan Mat Noor. Design of an Automated Slide Capturing System with A DSP-Based Automatic Features Extraction of ThinPrep Images for Cervical Cancer. MSc Thesis. USM. July 2008 – graduated
  21. Fakroul Ridzuan Hashim. Pengubahsuaian Senibina Rangkaian neural Secara Berhirarki Dalam Penentuan Jenis dan Kualiti Air Sungai (Heirarchical Modification of Neural Network’s Architecture for Determination of Type and Quality of River’s Water). MSc Thesis. USM. April 2008 – graduated
  22. Nazahah Mustafa. Pengekstrakan Ciri-ciri Sel Pangkal Rahim Berdasarkan Imej ThinPrep Bagi Sistem Diagnostik Kanser Pangkal Rahim (Features Extraction of Cervical Cell Based on ThinPrep Images for Cervical Cancer Diagnostic System). MSc Thesis. USM. April 2007 – graduated

MSc Research Mode (As Co Supervisor)

  1. Esugasini Subramaniam. Development of Breast Cancer Diagnostic System Based on Artificial Neural Network. MSc Thesis. USM. June, 2006 – graduated
  2. Ariffuddin Joret. Sistem Pintar Pengecaman Bentuk Aggregat Berasaskan Rangkaian Neural (Intelligent Shape Classification System of Aggregate Based on Neural Network). MSc Thesis. USM. November 2005 – graduated

MSc Mixed Mode (As Main Supervisor)

  1. Tan Sui Fong. Exposure Based MultiHisogram Equalization Contrast Enhancement for Non-Uniform Illumination Images. MSc Dissertation (Mixed Mode). USM. January 2019 – graduated.
  2. Tan Jing Wen. Integration of Unsupervised Clustering Algorithm and Supervised Classifier for Data Classification. MSc Dissertation (Mixed Mode). USM. August 2018 – graduated.
  3. Nur Afzan Murtadza. Eye Blinking Detection System. MSc Dissertation (Mixed Mode). USM. January 2018 – graduated.
  4. Khaw Wil Bond. Segmentation of Region of Interest and Extraction of Significant Features for Hep-2 Images. MSc Dissertation (Mixed Mode). USM. August 2017 – graduated.
  5. Leong Shi Xiang. Integration of Unsupervised Clustering Algorithm and Supervised Classifier for Pattern Recognition. MSc Dissertation (Mixed Mode). USM. August 2017 – graduated.
  6. Eng Sheh Ling. New Contrast Enhancement Technique for Non-Uniform Illumination Digital Colour Medical Images. MSc Dissertation (Mixed Mode). USM. August 2016 – graduated.
  7. Pui Min San. Fault Diagnosis on VLSI Adder Circuits Using Artificial Neural Network. MSc Dissertation (Mixed Mode). USM. August 2015 – graduated.
  8. Chan Gaik Meng. Implementation of Write Assist Technique on Low Voltage Distributed Memory. MSc Dissertation (Mixed Mode). USM. August 2016 – graduated.
  9. Chua Kim Tee. Modelling of Automatic Vehicle Light Monitoring System. MSc Dissertation (Mixed Mode). USM. June 2014 – graduated
  10. Teoh Tuck Hong. A Solid-State Drive Solution with OPENCL Parallel Configuration. MSc Dissertation (Mixed Mode). USM. March 2014 – graduated
  11. Oh Guan Hoe. Low Power Logic Element with Dynamically Control NMOS Body Bias. MSc Dissertation (Mixed Mode). USM. July 2012 – graduated
  12. Poh Yong Hong, Physical Aware Transistor Level to Gate Level Logic Extraction for Custom Digital Sub Circuit Design. MSc Dissertation (Mixed Mode). USM. July 2012 – graduated
  13. Fathin Liyana Zainudin. Study of the Capability of Mean-Shft Clustering as Training Algorithm for RBF Network. MSc Dissertation (Mixed Mode). USM. June 2008 – graduated
  14. Zuraidi Saad. Application of Image Processing Technique to Determine Normal Sperm. MSc Dissertation (Mixed Mode). USM. June 2007 – graduated
  15. Saiful Zaimy Yahaya. Development of Intelligent Microcontroller Based System for Cervical Cancer Diagnosis Using Hierarchical Hybrid Neural Network. MSc Dissertation (Mixed Mode). USM. June 2006 – graduated
  16. Mohamad Faizal Abd Rahman. An Intelligent Shape Recognition System for Aggregate Using Neural Network. MSc Dissertation (Mixed Mode). USM. August 2005 – graduated

MSc Coursework Mode (As Main Supervisor)

  1. Irni Hamiza Hamzah. The Development of An Intelligent Pattern Recognition System Based on Neural Network. MSc Project (Coursework Mode). June 2005 – graduated

Last Updated on 23.06.2020

Recognition

 

A. Personal Academic Awards and Recognition

  1. MOHE Internal Auditor Panel USM, Malaysia Research Assessment (MyRA®), Ministry of Higher Education (MOHE), Malaysia. 1 January 2019 – 31 October 2020.
  2. Best Paper Award, International Conference on Control System, Computing & Engineering (ICCSCE2015), Park Royal Penang Resort, 27-29 November 2015.
  3. Mentor for Research Acculturation Collaborative Effort (RACE) project Phase 2/2013 entitled ‘A study of local feature extraction and modeling in face recognition system’, Muhammad Imran Ahmad, Universiti Malaysia Perlis. 10 January 2014 – 9 January 2016.
  4. Mentor for Research Acculturation Collaborative Effort (RACE) project Phase 2/2013 entitled ‘Blind-PSNR model for no-reference image quality assessment’, David Bong Boon Liang, Universiti Malaysia Sarawak. 22 January 2014 – 21 January 2016.
  5. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2013: Excellent achievement in journal publication, Universiti Sains Malaysia, 3 November 2014.
  6. Excellent Service Award 2014, awarded by Universiti Sains Malaysia
  7. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2012: Excellent achievement in journal publication, Universiti Sains Malaysia, 18 September 2013.
  8. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2011: Excellent achievement in journal publication, Universiti Sains Malaysia, 10 July 2012.
  9. Sanjungan Award (Hadiah Sanjungan) 2011: Good achievement in journal publication, Universiti Sains Malaysia, 10 July 2012.
  10. Sanjungan Award (Hadiah Sanjungan) 2010: Good achievement in journal publication, Universiti Sains Malaysia, 17 March 2011.
  11. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2010: Excellent achievement in journal publication, Universiti Sains Malaysia, 17 March 2011.
  12. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2009: Excellent achievement in research product, Universiti Sains Malaysia, 19 March 2010.
  13. Sanjungan Award (Hadiah Sanjungan) 2009: Good achievement in research product, Universiti Sains Malaysia, 19 March 2010.
  14. Sanjungan Award (Hadiah Sanjungan) 2009: Good achievement in journal publication, Universiti Sains Malaysia, 19 March 2010.
  15. Sanjungan Award (Hadiah Sanjungan) 2008: Good achievement in journal publication, Universiti Sains Malaysia, 24 March 2009.
  16. Sanjungan Award (Hadiah Sanjungan) 2008: Good achievement in research product, Universiti Sains Malaysia, 24 March 2009.
  17. Sanjungan Award (Hadiah Sanjungan) 2006: Good achievement in research product, Universiti Sains Malaysia, 20 March 2007.
  18. Best paper award in the 2nd Malaysian Software Engineering Conference (MySec2006), Kuala Lumpur, Universiti Teknologi Malaysia (UTM).12 December 2006.
  19. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2005: Excellent achievement in research product, Universiti Sains Malaysia, 13 January 2006.
  20. Excellent Service Award 2004 awarded by Universiti Sains Malaysia.
  21. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2004: Excellent achievement in research product, Universiti Sains Malaysia, 12 February 2005.
  22. Sanggar Sanjung Award (Anugerah Sanggar Sanjung) 2003: Excellent achievement in research product, Universiti Sains Malaysia, 16 January 2004.
  23. Excellent Research Award 2003, Yayasan Negeri Perak, Malaysia.
  24. Honorary Certificate from Akademi Sains Islam Malaysia (ASASI) for excellent achievement in Bachelor Engineering, 1999.
  25. Anugerah Pelajaran DiRaja, 1999, awarded by Majlis Raja-Raja Malaysia and Universiti Sains Malaysia.
  26. Institute of Physics Malaysia Award, 1995, awarded by Institute of Physics Malaysia.

B. Academic Assessor and Examiner

Academic Assessor/External Examiner/ Member of Board of Studies for Undergraduate and Postgraduate Programmes

  1. Programme Advisory Panel (PAP) for Bachelor of Electronics Engineering Technology with Honours Programme, Tunku Abdul Rahman University College, Kuala Lumpur. Academic Session 2020/2021.
  2. External Examiner for Postgraduate Program, School of Computer and Communication Engineering, Universiti Malaysia Perlis (UniMAP). Academic Session 2019/2020.
  3. External Assessor for Mechatronic Engineering Program, UCSI University, Malaysia. 1 October 2019 – 30 September 2021.
  4. External Academic Assessor for the Bachelor of Engineering Technology (Hons) in Mechatronics (Automotive), Univesiti Kuala Lumpur Malaysian Spanish Institute. March 2018 – February 2023.
  5. Member of Board of Studies, The Faculty of Cognitive Sciences and Human Development, Universiti Malaysia Sarawak (UNIMAS), 2018.
  6. External Examiner, Cognitive Science Programme, Universiti Malaysia Sarawak (UNIMAS), Academic Session 2017/2018.
  7. External Examiner, Bachelor of Engineering (Hons) in Electronics (Computer) Programme, Universiti Malaysia Sarawak (UNIMAS). Academic Session 2017/2018.

External Examiner for Thesis

  1. Chai Meei Tyng. Dynamic Effective Connectivity Network Analytical Approach to Assess Color Effects on Long-Term Memory. PhD. Universiti Teknologi Petronas (UTP), 2020.
  2. Osama Nayel Ahmad. Modern Fuzzy Min Max Neural Networks for Pattern Classification. PhD. Universiti Malaysia Pahang (UMP),
  3. Toh Sheng Wei. Clustering and Visualisation of Failure Modes in Failure Modes and Effects Analysis. PhD. Universiti Malaysia Sarawak (UNIMAS). 2019.
  4. Andysah Putera Utama Siahaan. Genetic Algorithms Model on Hill Cipher Multi-Block Matrices Key Generator. Universiti Malaysia Perlis (UniMAP).
  5. Mohd Azraai Bin Mohd Razman. Hunger Behaviour Classification of Lates Calcarifer Using Machine Learning for Demand Feeder Through Video Processing. Universiti Malaysia Pahang (UMP), 2019.
  6. Rasoul Banaeeyan Khalil Abad. Large Scale Face Image Retrieval Using Facial Attributes and Deep Transferred Descriptors. PhD. Multimedia University (MMU). 2018
  7. Lim Huey Nee. Automated Classification Procedure for Acute Myeloid Leukemia Cells Based on Bone Marrow Samples. PhD. Universiti Malaysia Perlis (UniMAP). 2018.
  8. Debashish Das. An Ensemble of Neural Network and Modified Grey Wolf Optimizer for Stock Prediction. PhD. Universiti Malaysia Pahang (UMP). 2018.
  9. Waqas Rasheed. Anomaly Detection Using Multi-Instance One-Class SVM for Moderate Traumatic Brain Injury Cases. PhD. Universiti Teknologi Petronas (UTP). 2018.
  10. Abdul Hanif Abdul Halim. Metaheuristic Optimization Algorithm Inspired by Tree Physiological System. PhD. Universiti Teknologi Petronas (UTP). May 2018.
  11. Nurhanna Abdul Aziz. Classification of Chicken’s Excrement Images Using Structured SVM with PCA for Detecting Early Disease for Chicken. PhD. Universiti Teknologi Malaysia (UTM). May 2017 – appointed.
  12. Fares Mohammad Qaid Yahya. Mental Stress Assessment Using EEG and fNIRS Fusion Techniques. PhD. Universiti Teknologi Petronas, Malaysia (UTP). August 2017.
  13. Syed Jamal Safdar Gadezi. Breast Cancer Detection Using Gamma Corrections and Curvelet Coefficients. Universiti Teknologi Petronas, Malaysia (UTP). March 2017.
  14. Boon Khang Hua. An Optimization Method Based on Genetic Algorithm and Heart Rate Variability Analysis in The Prediction of The Onset of Cardiac Arrhythmia. PhD. Universiti Teknologi Malaysia (UTM). February 2017.
  15. Zulfakar Aspar. Design Recovery of Complex Programmable Logic Controller Using High Level Models. PhD. Universiti Teknologi Malaysia (UTM). February 2017.
  16. Faouzi Adjed. Skin Cancer Segmentation and Detection using Total Variation and Multiresolution Analysis. Universiti Teknologi Petronas, Malaysia (UTP). 2017.
  17. Siva Sundhara Raja. Development of Computer Aided Screening and Diagnosis System for Diabetic Retinopathy and Glaucoma Using Retinal Images. PhD, Anna University, India. September 2015.
  18. Aimi Salihah Abdul Nasir. An Intelligent Diagnostic System for Malaria. PhD, Universiti Malaysia, Perlis (UniMAP). July 2015.
  19. Saidatul Ardeenawatie Awang. Development of Neurometric Acute Stress Assessment Based on EEG Signals. PhD, Universiti Malaysia Perlis (UniMAP). May 2014.
  20. A. Swarnambiga. Medical Image Registration and Retrieval for Computer Assisted Clinical Diagnosis. PhD, Anna University Chennai, India. May 2014.
  21. Marykutty Cyriac. Lossless and Near-Lossless Compression Approach for Gray Level Images. PhD, Anna University Chennai, India. February 2014.
  22. Goh Hock Ann. Tchebichef’s Moment Invariants Using Distortion Properties by Mapping Approach. PhD, Multimedia University, Malaysia (MMU). April 2012
  23. Appavu alias Balamurugan. Enhancing the Performance of Classification Algorithms Through Dataset Tuning, Feature Selection and Exception Handling. PhD, Anna University Chennai, India. September 2009.
  24. Nicholas Koh Chiu Yen. Enhancement of Computed Tomography Scan Images for Brain Lesion Detection. M. Eng. Sc., Multimedia University (MMU) Malaysia, June 2017.
  25. Wahyu Sasongko Putro. Pembangunan Sistem Peramalan Ribut Petir di Kawasan Tawau Sabah Berasaskan Sistem Inferens Kabur Pakar Manusia. Universiti Kebangsaan Malaysia (UKM), March 2017.
  26. Roslan Armina. Hybrid Principle Component Analysis and K-Mean for Prediction of Medical Data Sets with Missing Value. Masters. Universiti Teknologi Malaysia (UTM). 2017
  27. Ardhi Wicaksano Santosa. Speckle Noise Reduction Based on Fuzzy Approach for Synthetic Aperture Radar (SAR) Image. MSc, Universiti Malaysia Pahang (UMP). November 2016.
  28. Ng Chuen Rue. 3D Calcium Volume Quantification in Internal Carotid Artery for Computed Tomography Images. Masters. Universiti Teknologi Malaysia (UTM). 2016.
  29. Kemal Maulana Alhasa. Pembangunan Sistem Pemantauan Masa-Nyata Wap Air Atmosfera Menggunakan Rangkaian Ubah Suai Berasaskan Sistem Inferens Kabur. MSc Universiti Kebangsaan Malaysia (UKM), March 2015.
  30. Arigbabu Olasimbo Ayodeji. Multimodal Soft Biometric Identification Systemvia Fuzzy Logic Decision Fusion. MSc, Universiti Putra Malaysia (UPM), May 2014.
  31. Saidatul Ardeenawatie Awang. Development of Neurometric Acute Stress Assessment Based on EEG Signals. MSc. Universiti Malaysia Perlis (UniMAP). 2014. 
  32. Hani Hudud A. Khadauf. Colour Based Object Detection and Tracking for An Autonomous Quadrator. MSc Degree in Mechatronic Engineering (MSMCT), International Islamic University Malaysia (IIUM), March 2014.
  33. Mohammed Abdul Qawi Zaid. Development of An Intelligent System for A Vibration-Based Predictive Maintenance. MSc Degree in Mechatronic Engineering (MSMCT), International Islamic University Malaysia (IIUM), July 2013
  34. Hadi Affendy Dhalan. Age Classification Using Specific Gabor Filter on Upper Facial Area. MSc (Multimedia System Engineering), Universiti Putra Malaysia (UPM), February 2013.
  35. Chan Wai Ti. Application of Optical Character Recognition in The Processing of Thermal Images. Eng. Sc., Multimedia University (MMU), Malaysia, January 2013.
  36. Mohd Faid Yahya. Development of An Intelligent System for Recognition of Partially Occluded Human Subject in Video Surveillance System. MSc Degree in Mechatronic Engineering (MSMCT), International Islamic University Malaysia (IIUM), November 2012.
  37. Ali Makhmali. Extending A Discrete Computational Aesthetics Model to Endgame Studies. Masters of Information Technology, Universiti Tenaga Nasional (UNITEN), Malaysia, September 2012.
  38. Mohd Hafizi Omar. Computational Platform for Auditory Brainstem Response (ABR) Measurement. Masters of Engineering (Biomedical), Universiti Teknologi Malaysia (UTM), July 2012.
  39. Wong Wee Ming. Enhanced Synergetic Classifier for Personal Emotion Classification. Eng. Sc., Multimedia University (MMU) Malaysia, February 2012
  40. Lai Min Ann. Adaptive Hybrid Optimisation for Digital Colourisation: Implementation and Applications. Eng. Sc., Multimedia University (MMU) Malaysia, February 2010.
  41. Thong Li Wah. Edge-Enhanced Image Interpolation System for Electron Microscope: Implementation and Applications. Eng. Sc., Multimedia University (MMU) Malaysia, February 2010.

Internal Examiner for Thesis

  1. Samsul Setumin. Forensic Sketch to Mugshot Matching Algorithm Based on Dynamic Difference of Gaussian Oriented Histogram on the Patch of Interest. PhD. Universiti Sains Malaysia. June 2019.
  2. Lai Chi Qin. Validation and Classification of Traumatic Brain Injury from Electroencephalogram Signal Using Machine Learning. PhD. Universiti Sains Malaysia. 2019.
  3. Ooi Woi Seng. Multi-Objective Image Segmentation with Visualised Interactive Evolutionary Computation. Ph.D. Universiti Sains Malaysia. 2018.
  4. Ahmad Husni Mohd Shapri. Extraction of Optimal Region of Interest for Point Spread Function Estimation in Blind Image Deconvolution. Universiti Sains Malaysia (USM), March 2017.
  5. Bhuvendhraa Rudrusamy. Spherical-Based Iterative Closet Point with Nose Tip Localization for Unconstraint Viewpoint 3D Face Registration. Universiti Sains Malaysia (USM), January 2017.
  6. Mohd Shawal Jadin. Automatic Inspection of Electrical Installation Based on Infrared Image Analysis. Universiti Sains Malaysia (USM), July 2017
  7. Belinda Chong Chiew Meng. Magnetic Resonance Imaging Based Short Tau Inversion Recovery Simulation Technique for Femur Abnormalities. Universiti Sains Malaysia (USM), March 2017
  8. Rostam Affendi Hamzah. Stereo Matching Algorithm Based on Per-Pixel Differences, Iterative Guided Filter and Undirected Graph Segmentation. Universiti Sains Malaysia (USM), January 2017.
  9. Abdul-Malik Haider Yusef Saad. High-Speed Implementation of Fractal Image Compression for Grayscale and Color Image. Universiti Sains Malaysia (USM), 2017.
  10. Ahmad Husni Mohd Shapri. Accurate Retrieval of region of Interest for Estimating Point Spread Function and Image Deblurring. Universiti Sains Malaysia (USM), 2017.
  11. Nik Syahrim Nik Anwar. Through the Wall Human Sensing by Means of Ultra-Wideband (UWB) Radar Featuring Sidelobe Suppression and Change Detection Technique. Universiti Sains Malaysia (USM), 2017.
  12. Mohd Hazli Mohamed Zabil. Sequence and Sequenceless T-Way Test Case Generation Strategy Based on Bees Algorithm. Universiti Sains Malaysia (USM), November 2016
  13. Zulhadi Zakaria. Development of Hierarchical Skin–Adaboost– Neural Network (H-SKANN) for Multiface Detection in Video Surveillance System. Universiti Sains Malaysia (USM), July 2016
  14. Zeinab Mahdavipour. Defect Detection and Classification of Silicon Solar Water Featuring NIR Imaging and Improved Niblack Segmentation. Universiti Sains Malaysia (USM), June 2015.
  15. Mohd Shawal Jadin@Bidin. IRT Image Segmentation and Classification for Detecting the Thermal Anomaly in Electrical Installations. Universiti Sains Malaysia (USM), September 2015.
  16. Wong Goon Chew @ Abdul Muiez Abdullah. Transformer Health Index Detection using Optimize Artificial Neural Network. Universiti Sains Malaysia (USM). 2015.
  17. Khalid Isa. Homeostatic-Inspired Controller Algorithm for A Hybrid-Driven Autonomous Underwater Glider. Universiti Sains Malaysia (USM), July 2014
  18. Woong Goon Chew. Voltage Stability Prediction in Power Systems Using Modified Artificial Neural Network. Universiti Sains Malaysia (USM), February 2014
  19. Said Amirul Ab Hamid @ Ab Majid. Micro-Crack Detection of Solar Cells Featuring Adaptive Anistropic Diffusion Filter and Semi-Supervised Support Vector Learning. Universiti Sains Malaysia (USM), March 2014
  20. David Bong Boon Liang. Objective Blur Metrics Based on Local Contrast Masses and Minimum Gaussian Reblur. Universiti Sains Malaysia (USM), December 2013
  21. Ashraf Y. A. Maghari. An Adaptive PCA-Based Model to Reconstruct 3D Faces from Single 2D Images. Universiti Sains Malaysia (USM), October 2013
  22. Waled Hussein Mohammed Al-Arashi. Towards Practical Face Recognition System Employing Row-Based Distance Method in 2DPCA Based Algorithms. Universiti Sains Malaysia (USM), October 2013
  23. Mohamed S Hathal. Microwave Imaging for Early Breast Cancer Detection with Improved Resolution. Universiti Sains Malaysia (USM), July 2013
  24. Taha Hussein Alaaldeen Rassem. New Histogram-Based Interest Point Detectors and New Appearance and Texture Image Descriptors for Visual Object Recognition. Universiti Sains Malaysia (USM), June 2013
  25. Mohammed F. M. Pattern Classification with Enhanced Fuzzy Min-Max Neural Networks. Universiti Sains Malaysia (USM), June 2013
  26. Nafiza Saidin. Pengesanan Berbantukan Komputer bagi Densiti Payudara pada Imej Mamogram Menggunakan Teknik Segmentasi Potongan Graf Terubahsuai. Universiti Sains Malaysia (USM), March 2013
  27. Abdul Ghani Abro. Performance Enhancement of Artificial Bee Colony Optimization Algorithm. Universiti Sains Malaysia. January 2013
  28. Motasem H H Ghanim. Development of Microchip Capillary Electrophoresis with Amperometric Detection for DNA Analysis. Universiti Sains Malaysia (USM). 2013.
  29. Saad Nashat Sabeh. Intelligent Computer Vision System Featuring Support Vector Machine with Wilk’s λ Analysis and Unimodal Thresholding. Universiti Sains Malaysia (USM), June 2012
  30. Abdulrahman Ahmed Mohammad Alsewari. Design and Implementation of A Harmony-Search-Based Variable-Strength T-Way Strategy with Constraints Support. Universiti Sains Malaysia (USM), March 2012.
  31. Moayad Yousif Potrus. An Evolutionary Based Online Recognition System for Arabic Text. Universiti Sains Malaysia (USM), March 2012.
  32. Manjeevan Singh Seera. Fault Detecton and Diagnosis of Induction Motors Using Hybrid Intelligent Systems. Universiti Sains Malaysia (USM), January 2012.
  33. Ehsan Akhtarkavan. Multiple Description Lattice Vector Quantization for Image and Video Coding Based on Coinciding Similar Sublattices of An. Universiti Sains Malaysia (USM), April 2011.
  34. Tay Kai Meng. A Study on The Properties of Fuzzy Inference Systems and Their Application to Assessment Problems. Universiti Sains Malaysia (USM), March 2010.
  35. Mohammad I. Younis. Development of A Parallel T-Way Minimization Strategy for Combinatorial Testing. Universiti Sains Malaysia (USM), December 2009.
  36. Yap Keem Siah. Novel ART-Based Neural Network Models for Pattern Classification, Rule Extraction and Data Regression. Universiti Sains Malaysia (USM), April 2009.
  37. Anas Mohammad Ali Quteishat. Hybrid Computational Intelligence Model with Symbolic Rule Extraction for Pattern Classification. Universiti Sains Malaysia (USM), August 2008.
  38. Teh Chee Siong. A Hybrid Artificial Neural Network Model for Data Visualization, Classification and Clustering. PhD. Universiti Sains Malaysia (USM), February 2006.
  39. Tan Jin Siang. Detection of Misplaced and Missing Regions in Image Using Neural Network. MSc Mixed Mode. Universiti Sains Malaysia (USM). 2017.
  40. Chung Soon Zhi. Smart Digital Signage with Eye Tracking System. MSc Mixed Mode. Universiti Sains Malaysia (USM). 2017.
  41. Conversion MSc (Research Mode) to PhD candidate, Yee Ming Chun. Study on Replacement Policy Using Artiicial Intelligent Algorithm for Cache Memory Application. MSc, Universiti Sains Malaysia (USM), October 2013.
  42. Conversion MSc (Research Mode) to PhD candidate, Noorazliza Sulaiman. Development of Modified Artificial Bee Colony Optimization Algorithms. MSc, Universiti Sains Malaysia (USM), September
  43. A. S. Nazmul Huda. Intelligent Thermal Condition Monitoring of Electrical Equipments Using Infrared Thermography. MSc, Universiti Sains Malaysia (USM), March 2013.
  44. Nuryana Alias. Classification Gel Electrophoretic Image of DNA Fusarium Graminearum Featuring Support Vector Machine. MSc, Universiti Sains Malaysia (USM), March 2011.
  45. Mohd Firdaus Zakaria. Fast Automatic Image Compensation Technique for Under/Over Exposed Region. MSc, Universiti Sains Malaysia (USM), September 2010.
  46. Najwan Osman Ali. A Hybrid Algorithm for Improved Electrical Capacitance Tomography Image Reconstruction. MSc, Universiti Sains Malaysia (USM), February 2010.
  47. Mohd Halim Mohd Noor. An Automated DNA Strands Detection System Featuring 32-Bit ARM7TDMI Microcontroller and VGA-CMOS Digital Image Sensor. MSc, Universiti Sains Malaysia (USM), October 2008
  48. William Koay Fong Thai. Development of A Computed Radiography-Based Weld Defect Detection and Classification System. MSc, Universiti Sains Malaysia (USM), October 2007.
  49. Fazirulhisyam Hashim. Performance Analysis of Ad Hoc On-Demand Distance Vector (AODV) Routing Protocol. MSc, Universiti Sains Malaysia (USM), September, 2005.
  50. Abdurahman Ahmed Mohamed Al-Sewari. High Speed Image Processing on Bi-I Cellulor Network Architecture. MSc Dissertation Mixed Mode, May 2008.
  51. Tie Sing Tai. Real-Time Model Based Face Pose Determination. MSc Dissertation Mixed Mode, May 2007.
  52. Hasliza A Rahim. Hybrid Genetic Algorithm for Optimal VLSI Design. MSc Dissertation Mixed Mode, June 2006.
  53. Mohd Daud Alang Hassan. Software Engineering. MSc Dissertation Mixed Mode, USM, November 2005.
  54. Misbahur Rehman Saad. Development and Evaluation of a POS IPV6 Forwarding Application on IXP2400 Network Processor. MSc Dissertation Mixed Mode, USM, June 2005.
  55. Nor Hajar Hassan Basri. Comparison of Various Direct Adaptive Controller Design Schemes for Neural Network and Conventional Parametric Controllers. MSc Dissertation Mixed Mode, USM, June 2005.
  56. Sharifah Saliha Syed Bahrom. Peak recognition of Electrocardioagram Using Neural Network. MSc Mixed Mode, USM, October 2004.

Reviewer for Journal Articles

  1. Impact of Image Contrast Enhancement on Stability of Radiomics Feature Quantification on 2D Mammogram Radiograph. IEEE Access. June 2020.
  2. Differential Evolution-based Approach for Tone-mapping of High Dynamic Range Images. IEEE Access. 2020.
  3. Generating In-between Images Through Learned Latent Space Representation Using Variational Autoencoders. IEEE Access. April 2020.
  4. Image Processing Analysis of Thermal and Visual Images with Sigmoidal Hadamard Wavelet: A Novel Hybrid Multisensor Image Fusion Using Sigmoidal Hadamard Wavelet with PCA for Concealed Weapon Detection. IIUM Engineering Journal. April 2020.
  5. An Enhanced Firefly Algorithm Using Pattern Search for Solving Optimization Problems. IEEE Access. February 2020.
  6. Ramp Distribution-Based Contrast Enhancement Techniques and Over-Contrast Measure. IEEE Access.
  7. An Efficient and High-Quality Medical Image Enhancement Fusion Algorithm. IEEE Access. 2019
  8. Centroid Calculation of the Blastomere from 3D Z-Stack Image Data of a 2-Cell Mouse Embryo. SPRINGER Signal, Image and Video Processing. 2019.
  9. Optimal Configuration for The Classification of Acetic Acid Test Images for Effective Cervical Cancer Screening. ELSEVIER Computers in Biology and Medicine. 2018
  10. GFNB: Gini Index-Based Fuzzy Naive Bayes and Blast Cell Segmentation for Leukemia Detection Using Multi-Cell Blood Smear Images. ELSEVIER Artificial Intelligence in Medicine. 2018.
  11. Deep Opinion-Unaware Blind Image Quality Assessment. IEEE Access. 2018.
  12. Dynamic Histogram Equalization for Contrast Enhancement Application to brain MRI Images. IET Image Processing. 2018.
  13. Hybrid Combinations of 'Rough-Neural' for Predicting and Classification of Breast Cancer. ELSEVIER Computer Methods and Programs in Biomedicine.
  14. COA-HONN: Cooperative Optimization Algorithm Based Higher Order Neural Networks for Stock Forecasting. PERTANIKA - Journal of Science and Technology.
  15. Feature Extraction and Classification Techniques 0f MODI Script Character Recognition. PERTANIKA - Journal of Science and Technology.
  16. A Survey of Hand Gesture Recognition Methods in Sign Language Recognition. PERTANIKA - Journal of Science and Technology.
  17. Pixel-based Analysis for Automatic Oil Palm Trees Counting from UAV Images. PERTANIKA - Journal of Science and Technology. 2018.
  18. Review of Convolutional Neural Network (CNN) Models for Fish Image Classification. Indian Journal of Geo-Marine Science (IJMS). 2018
  19. Exposure Based Contrast Limited Histogram Equalization Algorithm and Its Application. International Journal of Imaging Systems and Technology. 2018.
  20. Semi-Automatic Epicardial Fat (SAEF) Segmentation Based on Fuzzy C-Means Clustering and Geometric Ellipse Fitting. PLOS ONE. 2017
  21. Artificial Neural Network based Screening of Cervical Cancer using a Hierarchical Modular Neural Network (HMNNA) for Automatic Screening of Cervical Cancer. SPRINGER Journal of Ambient Intelligence and Humanized Computing. 2017.
  22. Classification of Hiptopathology Images of Breast into Benign and Malignant using a Single-layer Convolutional Neural Network. Imaging, Signal Processing and Communication.
  23. Performance Efficiency Enhancement of Decision Tree Algorithm through Ensemble Learning for Heart Disease Prediction. PERTANIKA - Journal of Science and Technology.
  24. A Survey of Hand Gesture Recognition Methods in Sign Language Recognition. PERTANIKA - Journal of Science and 2017
  25. A GUI-Based Image Reconstruction Algorithm for Electrical Impedance Tomography. PERTANIKA - Journal of Science and Technology. 2017.
  26. An Extended Kalman Filter Image Re-construction Algorithm in Electrical Capacitance Tomography for Monitoring Multi-Phase Flow. Deanship of Scientific Research at Umm Al-Qura University.
  27. Local Dynamic Range Compensation for Scanning Electron Microscope (SEM) Imaging System by Average Mid-Point Local Recursive Mean Separate Histogram Equalization. Scanning wiley.com. 2016
  28. Machine Learning based Screening Cervical Cancer using a Hierarchical Modular Neural Network Architecture (HMNNA) and Novel Benchmark Uterine Cervix Cancer Database. SPRINGER Neural Processing Letters. 2016.
  29. Feature extraction and classification of ventricular tachyarrhythmia (VTA) using wavelet transformation. Journal of Science and Technology. 2016.
  30. A Hybridized Intelligent System for Heart Disease Diagnosis. PERTANIKA - Journal of Science and Technology.
  31. Machine Vision Based Cervical Smear Nucleus Segmentation through Learnt Scale-Space Representations’. ELSEVIER Artificial Intelligence in Medicine. 23 January 2015.
  32. Robust Color Image Segmentation Using Fuzzy C-Means with Weighted Hue and Intensity. ELSEVIER Digital Signal Processing. 19 June 2015.
  33. Consistent Labeling Approach for A Pan-Tilt-Zoom Camera. ELSEVIER Pattern Recognition Letters. August 2014.
  34. SDCut – Multi-View Saliency Based Unsupervised Object Segmentation. IET Image Processing.November 2014.
  35. Towards Understanding Fuzzy C-Means Clustering: A Data Distribution Perspective. ELSEVIER Applied Soft Computing. November 2014.
  36. Saliency-Based Keypoint Selection for Fast Object Detection and Matching. ELSEVIER Pattern Recognition Letters. September
  37. A New Approach for Handling Back Light and Dimmed Color Images Using Modified Sigmoid Function Based on YcbCr Color Space. SPIE Journal of Electronic Imaging, September 2014.
  38. A Multilevel Color Image Thresholding Scheme Based on Minimum Cross Entropy and Differential Evolution. ELSEVIER Pattern Recognition Letters. August 2014
  39. A Novel Approach to Topic Based Two-Phase K-means Document Clustering. ELSEVIER Expert Systems With Applications. 25 April 2014.
  40. Evaluation of Ten Artificial Intelligent Based Techniques for Screening of Cervical Cancer by Classification of Papanicolaou Smear Images. SPRINGER Soft Computing. 4 April 2014
  41. A Comparative Study on the Standard, Modified and Chaotic Firefly Algorithms. PERTANIKA - Journal of Science and Technology. 1 April 2014.
  42. Enhancing the Delta Training Rule for a Single Layer Feedforward Heteroassociative Memory Neural Network’. SPRINGER The Neural Computing and Applications Journal. 3 March 2014.
  43. Region-Based Spine and IVD Segmentation System. IET Image Processing. 8 February 2014.
  44. $New \: One \: Versus^ {All}_{One}$ Method. Elsevier Expert Systems With Applications. 6 February 2014.
  45. Breast Cancer Diagnosis Using Constrained Multi-Objective Evolutionary Neural Network Classifier. SPRINGER The Neural Computing and Applications Journal. 5 February 2014.
  46. The Segmentation of 3D Images Using The Random Walking Technique on A Randomly Created Image Adjacency Graph. IEEE Transactions on Image Processing, February 2014.
  47. Fuzzy C-Means Based on Automated Variable Feature Weighting and Application in Color Image Segmentation. IET Image Processing. 14 November 2013.
  48. Medical Image Analysis with Artificial Neural Networks Intelligence. ELSEVIER Artificial Intelligence. 4 November 2013.
  49. Robust Image Binarization Based on Salient Transition Region. IEEE Transactions on Image Processing. 20 October 2013.
  50. Encoding Comparing Technique for Interfacing Neural Networks Associatative Memory. IEEE Transactions on Neural Networks and Learning Systems. 12 October 2013.
  51. Breast Cancer Detection From MR Images Through An Auto-probing Discrete Fourier Transform System. SPRINGER Computers in Biology and Medicine. 19 September 2013.
  52. Human Perception based Image Segmentation Using Optimizing of Color Quantization. IET Image Processing. 16 September 2013.
  53. Screen Image Segmentation and Correction of a Computer Display for Screen Content Perception. IET Image Processing. 31 July 2013.
  54. Computerized Databased Management System for Breast Cancer Patients. SpringerPlus. 27 July 2013.
  55. Modified Enhancement Controlled Quadrants Dynamic Histogram Equalization. SPRINGER Signal, Image and Video Processing. 17 July 2013.
  56. Salt-and-Pepper Noise Removal and Detail Preservation Using Convolution Kernels and Pixel Neighborhood. SPRINGER Signal, Image and Video Processing. 9 July 2013.
  57. A Comparative Approach between Stastistical and Neural Network based Classifier. IEEE Transactions on Neural Networks and Learning Systems. 31 May 2013.
  58. Hybrid Ensemble Gene Selection Algorithm for Identifying Biomakers from Breast Cancer Gene Expression Profiles. The Malaysian Journal of Computer Science. 17 May 2013.
  59. Noise Reduction Probability Statistic Mode and Texture Direction Analysis. ELSEVIER Digital Signal Processing. 5 April 2013.
  60. Automation-Assisted Cervical Cancer Screening in Manual Liquid-Based Cytology with H & E Staining. IEEE Transactions on Medical Imaging. March 2013.
  61. Screen Image Segmentation and Correction for A Computer Display. IET Image Processing. March 2013.
  62. Preliminary Study in WIMAG Approach in Chest Radiograph for Medical Diagnosis, Journal of Information and Communication Technology (JICT). March 2013.
  63. A New Neural Network Design: Model and Computational Cost Complexities Reduction. IEEE Transactions on Neural Networks and Learning Systems. February 2013.
  64. A Study and Analysis of Different Edge Detection Technique. Journal of Computer Engineering and Information Technology. SciTechnol International Publisher of Science, Technology and Medicine March 2013.
  65. Reducing Support Vector Machine Clssification Error yy Implementing Kalman Filter. Advanced Studies in Artificial Intelligence (ASAI), Prakriti Publications, Allahabad, India.
  66. Fixation Teaching Rate Adaptive Filter LMS Algorithm for Ellipsis Noise from ECG Signal Using Genetic Algorithm’, Journal of Regenerative Medicine & Tissue Engineering, Herbert Publication Ltd, United Kingdom. 5 April 2013.
  67. Malaria Severity Detection and Classification Through Jordan-Elman Neural Network Based on Features Extracted From Thick Blood Smear. SPRINGER Neural Computing & Application Journal. December 2012.
  68. Automatic Selection and Target Tracking in Wireless Camera Sensor Networks. ELSEVIER Computers and Electrical Engineering. October 2012.
  69. Underwater Image Enhancement Using Single Image Based High Dynamic Range Imaging Concept. IET Image Processing. October 2012.
  70. Segment Dependent Dynamic Multi Histogram Equalization for Image Contrasy Enhancement. ELSEVIER Digital Signal Processing. July 2012.
  71. Segmentation of Hard Exudates from Diabetic Retinopathy Retinal Images Using Dynamic Region Merging. IET Image Processing. July 2012.
  72. Contrast Enhancement of Computed Tomography Images by Adaptive Histogram Equalization-Apllication for Improved Ischemic Stroke Detection. WILEY International Journal of Imaging Systems and Technology. February 2012.
  73. Robust Transition Region-Based Image Binarization Method. IEEE Transactions on Image Processing. January 2012.
  74. Video Shot Boundary Detection. ELSEVIER Computers & Electrical Engineering. December 2011.
  75. Usage of Image Processing Technique in Concrete Strength Assessment. TECHNO-PRESS An International Journal of Computers and Concrete. December 2011.
  76. A New Decision Based Unsymmetrical Trimmed Variants for The Removal of High Density Salt and Pepper Noise. IEEE Transactions on Image Processing. December 2011.
  77. Fuzzy Based Directional Weighted Median Filter for Impulse Noise Detection and Reduction. SPRINGER International Journal of Machine Learning and Cybernatics. December 2011.
  78. Feature Based 3D Object Recognition Using Artificial Neural Networks. SPRINGER Journal of Computer Science and Technology. November 2011.
  79. Removing Random-Valued Impluse Noise in Images Using Neural Network Detector. IET Image Processing. November 2011.
  80. Assessing the Psychosocial and Built Environment Factors for the Onset of Diabetes – A Study of MLP with Back-Propogation and MFNNC Algorithm. IEEE Transactions on Neural Networks. November 2011.
  81. Bayesian Networks for Fault Diagnosis of Large Power Station and Its Transmission Lines. TAYLOR & FRANCIS Electric Power Components and Systems. November 2011.
  82. A New Innovative Weighted Clusters in Locally Adaptive Clustering Algorithm. SPRINGER Journal of Intelligent and Robotic Systems. October 2011.
  83. A Distributed Test Suite Data Generation for T-Way Testing Using Tuple Space Technology. Scientific Research and Essays. Academic Journals. October 2011.
  84. Designing and Analyzing Enhanced Fuzzy Logic Image Filter for Multiple Input Blocks and Variable Noise. IEEE Transactions on Image Processing. September 2011.
  85. An Adaptive FCM Algorithm Based on Pixel Relevance for Image Segmentation. ELSEVIER Digital Signal Processing. September 2011.
  86. Modal Parameters Based Structural Damage Detection Using Artificial Neural Networks – A Review. ELSEVIER Artificial Intelligence. August 2011.
  87. Study on Person Identification of EEG Based on Welch Arithmetic and Wavelet Transform. An International Journal of Research and Innovation – Advances in Information Sciences and Service Sciences. Advanced Institute of Convergence IT. July 2011.
  88. On The Nature of Variational Salt-And-Pepper Noise Removal and Its Fast Approximation. IEEE Transactions on Image Processing. June 2011.
  89. Enhanced Adaptive Rank-Order Median Filter for Best Restoring The Images Corrupted with Salt and Pepper Noise. IET Image Processing. June 2011.
  90. A Color Image Segmentation Based on A Modified Fuzzy C-Means Technique and Statistical Features. HINDAWI Advances in Fuzzy Systems. June 2011.
  91. Image Segmentation Using Artificial Fuzzy Immune System. SPIE Optical Engineering. May 2011.
  92. A Method to Improve The Performance of Multilayer Perceptron by Utilizing Various Activation Functions in The Last Hidden Layer and The Least Sqaures Method. SPRINGER Neural Processing Letters. May 2011.
  93. A New Color Management Model for Digital Camera Based on Immune Genetic Algorithm and Neural Network. An International Journal of Research and Innovation – Advances in Information Sciences and Service Sciences. Advanced Institute of Convergence IT. May 2011.
  94. Noise Adaptive Fuzzy Switching Median Filter for Salt and Pepper Noise Reduction. JEST Journal of Electronic Science and Technology. March 2011.
  95. Application of Fuzzy Reasoning Method with Adaptive Median Filter on Salt and Pepper Noise Removal. JEST Journal of Electronic Science and Technology. March 2011.
  96. Visualization Surface Strain Distribution of Facial Skin Using Stereovision. Advanced Materials Research 2010, Trans Tech Publications Ltd. March 2011
  97. Digital Mammogram Image Prepocessing with Enhancement and Segmentation. International Journal of Computer Engineering Research, Academic Journals. February 2011.
  98. Fault Detection by K-NN Algorithm and MLP Neural Networks in Distillation Column: Comparative Study. Journal of Information, Intelligence and Knowledge (JIIK), NOVA Science Publisher. February 2011.
  99. Real-Time Stylistic Prediction for Whole-Body Human Motions. IEEE Transactions on Neural Networks. January 2011.
  100. FHC: The Fuzzy Hyper-Prototype Clustering Algorithm. IOSPRESS Knowledge-based and Intelligent Engineering System (KES) Journal. October 2010.
  101. New Recursive Circular Algorithm for Listing All Permutations. PERTANIKA - Journal of Science and Technology. August 2010.
  102. Detecting Arrays and Their Optimality. Acta Mathematica Sinica. June 2010.
  103. A New Newton’s Method with Diagonal Jacobian Approximation for Systems of Nonlinear Equations. PERTANIKA - Journal of Science and Technology. June 2010.
  104. Fault Detection and Diagnosis in A Chemical Process by RBF Neural Network. Journal of Information, Intelligence and Knowledge (JIIK), NOVA Science Publisher. April 2010.
  105. Automated Detection of Cell Nuclei in Pap Smear Images.IEEE Transactions on Biomedical Engineering. November 2009.
  106. Evolutionary Tuning Method for PID Controller Parameters of A Cruise Control System Using Metamodel. HINDAWI Modelling and Simulation Engineering. April 2009.
  107. Fault Detection and Diagnosis in A Distillation Column by MLP Neural Networks. Journal of Information, Intelligence and Knowledge (JIIK), NOVA Science Publisher. March 2009.
  108. Image Color Space Transform with Enhanced KLT. IOS Press Intelligent Decision Support Technologies. November 2008.
  109. Word Codifications for the RECONTRA Neural Mode. SPRINGER Neural Processing Letters. February
  110. Skin Colour Detection Based on An Adaptive Multi-Thresholding Technique. PERTANIKA - Journal of Science and Technology. March 2007.
  111. Pixel-Based Skin Colour Detection Technique Evaluation. PERTANIKA - Journal of Science and Technology. March 2007.
  112. Design and Implementation of New High Speed Neural Networks for Sub-Matrix Detection Using Cross Correlation and Matrix Decomposition. SPRINGER Neural Computing & Application Journal. January 2006.
  113. Generation of Fuzzy Rules with Subtractive Clustering. Jurnal Teknologi D. January 2005.
  114. Articles in SPRINGER Lecture Note in Artificial Intelligence. (ISBN: 3-540-28896-1). Springer-Verlag. 2004.

Reviewer for Conferences

  1. International Conference on Engineering Research and Applications (ICERA2018), 1 – 2 December 2018. Thai Nguyen, Vietnam.
  2. Global 2018 Congress on Networks, Multimedia and Smart Systems and Technologies (GC-NMS), 28-30 September 2018. Barcelona, Spain.
  3. 10thInternational Conference on Robotics, Vision, Signal Processing & Power Applications (ROVISP2018), 14 – 15 August 2018, Penang, Malaysia.
  4. IEEE 2nd International Symposium on Telecommunication Technologies, 24-26 November 2014, Langkawi, Malaysia.
  5. IEEE Symposium on Humanities, Science & Engineering Research (SHUSER2013), 23 – 26 June 2013, Penang, Malaysia.
  6. IEEE International Symposium on Circuits & Systems (ISCAS2012), 20 – 23 May 2012, Seoul, Korea.
  7. International Conference on Biomedical Engineering (ICoBE2012), 27 -28 February 2012, Langkawi, Malaysia.
  8. IEEE International Conference on Signal & Image Processing Applications (ICSIPA2011), 16 – 18 November 2011, Kuala Lumpur, Malaysia.
  9. International Conference in Computer Applications and Industrial Electronics 2010 (ICCAIE2010), 5 – 8 December 2010, Kuala Lumpur, Malaysia.
  10. International Conference on Science and Social-Science Research (CSSR2010), 5 – 8 December 2010, Kuala Lumpur Malaysia.
  11. 3rd International Conference on Intelligent and Advanced Systems (ICIAS2010), 15 – 17 June 2010, Kuala Lumpur, Malaysia.
  12. International Conference on Robotics, Vision, Signal Processing and Power Application (ROVISP2009), 19 – 20 December 2009, Langkawi, Malaysia.
  13. IEEE Symposium on Industrial Electronics & Applications (ISIEA2009), 4 – 6 October 2009, Kuala Lumpur, Malaysia.
  14. 35th Annual Conference of the IEEE Industrial Electronics Society (IECON2009), 3 – 5 November 2009, Porto, Portugal.
  15. International Conference on Electrical Engineering and Informatics 2009 (ICEEI2009), 5 – 9 August 2009, Bangi, Malaysia.
  16. IEEE World Congress on Computional Intelligence (WCCI2008), 1-6 June, 2008, Hong Kong.
  17. International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA08), 10-12 December 2008, Vienna, Austria.
  18. International Conference on Informatics in Control, Automation and Robotics (ICINCO), 2-5 July 2008, Milan, Italy.
  19. 15th International Conference on Neural Information Processing (ICONIP), 25-28 November 2008, Auckland, New Zealand.
  20. MMU International Symposium on Information on Information and Communications Technologies 2006 (M2USIC). 16-17 November 2006. Selangor, Malaysia.
  21. First Regional Conference on Computational Science and Technology (RCCST2007), 29-30 November 2007. Sabah, Malaysia.
  22. International Conference on Underwater System Technology: Theory and Applications (USYS’06 ), 18-20 July 2006, Penang, Malaysia.
  23. International Conference on Robotics, Vision, Information, and Signal Processing 2005 (ROVISP2005), 20-22 July 2005, Penang, Malaysia.
  24. 5th WSEAS International Conference on Signal, Speech and Image Processing (WSEAS SSIP’05). 17-19 August 2005. Corfu Island, Greece.
  25. 1st Malaysian Software Engineering Conference (MySEC’05). 12-13 December 2005. Penang, Malaysia.
  26. International Conference on Advances in Intelligent Systems – Theory and Applications (AISTA ‘2004). 15-18 November 2004. Luxembourg.

Technical Assessor for Research Grants

  1. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), 2020.
  2. Technical Assessor Panel for Long-term Research Grant Scheme (LRGS), Ministry of Higher Education (MOHE), 2020.
  3. Technical Assessor Panel for Transdisiplinary Research Grant Scheme (TRGS), Ministry of Higher Education (MOHE), 2020.
  4. Technical Assessor Panel for Pasca Covid-19 Research Grant, Ministry of Higher Education (MOHE), 2020.
  5. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), 2019.
  6. Technical Assessor Panel for Long-term Research Grant Scheme (LRGS), Ministry of Higher Education (MOHE), 2019.
  7. Technical Assessor Panel for Transdisiplinary Research Grant Scheme (TRGS), Ministry of Higher Education (MOHE), 2019.
  8. External Technical Assessor Yayasan Universiti Teknologi Petronas - Fundamental Research Grant (YUTP-FRG), Universiti Teknologi Petronas. 2019
  9. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), 2018.
  10. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), UCSI University, Malaysia, 2018.
  11. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Universiti Malaysia Pahang (UMP), 2018.
  12. External Technical Assessor Yayasan Universiti Teknologi Petronas - Fundamental Research Grant (YUTP-FRG), Universiti Teknologi Petronas. 2018.
  13. Technical Review Committee for Research Grant Application, Umm Al-Qura University, Saudi Arabia. 8 August 2017.
  14. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), 2017.
  15. Technical Assessor Panel for Book entitled Convolutional Neural Network for Pattern Recognition Dewan Bahasa dan Pustaka, 19 January 2017.
  16. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Universiti Malaysia Pahang (UMP), 2017.
  17. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), 2016.
  18. Technical Review Committee for Research Grant Application, Umm Al-Qura University, Saudi Arabia. 30 June 2015.
  19. Technical Assessor Panel for Fundamental Research Grant Scheme (FRGS), Ministry of Higher Education (MOHE), 2015.
  20. External Technical Assessor Panel for Grant Applications, Universiti Pertahanan Nasional Malaysia (UPNM), 2014.

C. Speakers

Keynote Speakers

  1. Keynote Speaker, 5th International Conference on Electronic Design (ICED2020), 19 August 2020. Perlis, Malaysia.
  2. Keynote Speaker, 2nd International Scientific Conference (i-NASCON) 11-12 April 2020. Penang, Malaysia.
  3. Keynote Speaker, 1st International Symposium of Engineering, Technology and Health Sciences (ISETH). 30 – 31 July 2019. Universitas Muhammadiyah Yogyakarta, Indonesia.
  4. Keynote Speaker, International Conference on Engineering and Research Application, Thai Nguyen, Vietnam, Springer, International Conference on Engineering Research and Applications (ICERA) 2018. 1-2 December 2018. Nguyen Thai, Vietnam.
  5. Keynote Speaker, World Congress on Semiconductors, Optoelectronics and Nanostructures (WCSON2018). 20-21 June 2018. Kuala Lumpur.
  6. Keynote Speaker, 2016 International Conference on Medicine Sciences and Bioengineering (ICMSB2016). 15-16 October 2016.
  7. Keynote Speaker, International Conference on Recent Trends in Engineering and Material Sciences (ICEMS-2016). 17-19 March 2016. Jaipur. India.
  8. Keynote Speaker, IEEE 2nd International Conference on Human Computer Interaction (ICHCI2016). 10 – 11 March 2016. Chennai. India.
  9. Keynote Speaker, 5th International Conference on Computer Science, Electrical and Electronics Engineering. 3-7 June 2016. Kuala Lumpur, Malaysia.
  10. Keynote Speaker (Chief Guest), International Conference on Computing and Communication Technology (ICCCT’15). 12 – 13 February 2015. Tamil Nadu, India.
  11. Keynote Speaker (Chief Guest), International Conference on The Problem and Prospects of the Evolving Paradigms in E-Learning Pedagogy. 13 – 14 February 2015. Tamil Nadu, India.
  12. Keynote Speaker, International Conference on Mathematics, Engineering & Industrial Applications 2014 (ICoMEIA2014). 28 May 2014. Organizer: Universiti Malaysia Perlis.

Invited Speaker

  1. Chair of Invited Session, International Conference on Knowledge-Based and Intelligent Information & Engineering System. 7 – 9 September 2015. Marina Bay Sands, Singapore.
  2. Invited Speaker, International Conference on Exhibition on Proteomics & Bioinformatics, 6 – 8 June 2011, Hyderabad, India.
  3. Invited Speaker, EPS Global 1st International Cancer Forum, 6 – 7 August 2010, Lanzhou, China.
  4. Invited Speaker, World Cancer Congress, 22 – 25 June 2010, Singapore EXPO, Singapore.
  5. Invited Tutorial Speaker, International Conference on Robotics, Vision, Information, and Signal Processing (ROVISP2005), 20 July, 2005. Penang, Malaysia.

Workshop Speaker

  1. Webinar Writing an Impactful Research Publication, Universiti Malaysia Perlis (UniMAP). 24 June 2020.
  2. Research Workshop - How to Tackle FRGS Reviewer, Multimedia University (MMU), Kuala Lumpur, Malaysia. 13 December 2019.
  3. Paper Writing Workshop, Hotel Vistana Penang, School of Mechanical Engineering, USM. 8 April 2019
  4. Research Proposal Workshop. Multimedia University Malaysia (MMU), Malacca, Malaysia. 16 August
  5. Writing an Impactful Research Publications. Universiti Malaysia Pahang (UMP). 28-29 November 2017.
  6. Sharing of Experience - Literature Review. 3rd Postgraduate Technical Session, School of Electrical and Electronic Engineering, USM. 27 October 2017.
  7. Bengkel Penentuan Skop Projek Akhir dan Penilaian Sarjana Secara Kerja Kursus. Universiti Malaysia Pahang (UMP). 28 October 2016.
  8. Seminar & Discussion on BEM/EAC for eng@usm Staff. USM Engineering Campus. 21 October 2016.
  9. Workshop of Rancangan Latihan Kakitangan Akademik (RLKA). USM. 12 May 2015.
  10. Sharing of Study Experience for Academic Staff Training Scheme (ASTS) Candidate. Universiti Sains Malaysia (USM). 8 April 2006.

D. Visiting Professor

  1. Universitas Muhammadiyah Yoqyakarta, Indonesia. July 2019.
  2. Jaipur National University, Jaipur, India. March 2016.
  3. Lanzhou University Second Hospital, China. August 2010.
  4. The Second Clinical Medical College of Lanzhou University, Lanzhou, China. August 2010.

E. Awards for Innovation

International Level

  1. Smart Cervix Kit, Platinum Award (Consumer Category) in British Invention Award 2012. London. 2012.
  2. Smart Cervix Kit, Gold Medal Award (Consumer Category) in British Invention Award 2012. London. 2012.
  3. Smart Cervix Kit, Gold Medal Award (Natural Earth) in British Invention Award 2012. London. 2012.
  4. Smart Cervix Kit, Special Prize of the International Innovation Club “Archimedes’, Moscow, Russia award in British Invention Show (BIS2012). London. 2012.
  5. Contactless Active Integrated RFID System (CAIRFID) for Long Range Detection. Bronze Medal Award in IENA Nuremberg: The International Exhibition of Ideas - Invention-Innovations, Nuremberg, Germany, 7 November 2009.
  6. JTst – An Automated and Concurrent JAVA Testing Tool.Silver Medal Award in 55th World Exhibition of Innovation, Research and New technology (EUREKA 2006), Brussel, Belgium, 2006.
  7. Intelligent Classification System for Microcalcification of Breast Cancer. Gold Medal Award in 55th World Exhibition of Innovation, Research and New technology (EUREKA 2006), Brussel, Belgium, 2006.
  8. NeuralMammo – Diagnosis System for Breast Cancer Based on Neural Network. Silver Medal Award in 57th IENA Nuremberg: The International Exhibition of Ideas - Invention-Innovations, Nuremberg, Germany, 3 – 6 November 2005.
  9. DataPap – An Intelligent Database System for Cervical Cancer. Gold Medal Award in 57th IENA Nuremberg: The International Exhibition of Ideas - Invention-Innovations, Nuremberg, Germany, 3 – 6 November 2005.
  10. NeuralPap. Bronze Medal Award in 55th IENA Nuremberg: The International Exhibition of Ideas - Invention-Innovations, Nuremberg, Germany, 30 October – 2 November 2003.

National Level

  1. Hybrid Modified Median Filter for Random-Valued Impulse Noise Removal. Gold Medal Award, Invention, Innovation and Design Exposition 2016 (iidex2016), Shah Alam, Selangor, Malaysia, 20 – 23 September 2016.
  2. Lagon Coder System (LCS) for Underwater Photography. Bronze Medal Award, International Conference and Exposition on Inventions (PECIPTA2015) Kuala Lumpur Convention Center, Malaysia, 4 – 6 December 2015.
  3. FPGA-Based Cervical Pre-Cancerous Diagnostic Kit. First Prize, Innovate Malaysia Design Competition 2012, Penang, Malaysia, 14 July 2012.
  4. FPGA-Based Automated Cervical Pre-Cancerous Diagnostic System. Silver Award, International Engineering Invention & Innovation Exhibition (i-ENVEX), 2020 Hall, Kangar, Perlis, Malaysia, 26 – 29 April 2012.
  5. Gen 2 Passive FRID System with Range Variation for Digital Smart Community Platform. Gold Medal Award, Malaysian Technology Expo 2010), Kuala Lumpur, 4-6 February 2010.
  6. Radio Frequency Identification (RFID) System for Multiple Range Detection in Nuclear Power Plant Management. Gold Medal Award, Hari Inovasi Nuklear Malaysia ’09. 2009.
  7. RFIDTM – Reusable RFID Based Module for Networked Based Heterogeneous System. Gold Medal Award, Invention, Innovation and Industrial Design Technology Exhibition 2009 (I-TEX 2008), Kuala Lumpur, 15-17 May 2009.
  8. Contactless Active Integrated RFID System (CAIRFID) for Long Range Detection. The Best Award, Malaysian Technology Expo 2009), Kuala Lumpur, 19-21 February 2009.
  9. NeuralAgg – An Intelligent Real Time Aggregate Quality Classification System. Bronze Medal Award, Invention, Innovation and Industrial Design Technology Exhibition 2008 (I-TEX 2008), Kuala Lumpur, 9-11 May 2008.
  10. cSFit: An Automated Test Data Generation (and Execution) Using Combinatorial Approach. Bronze Medal Award, International Exposition of Research and Inventions of Institutions of Higher Learning 2007, Kuala Lumpur, 10-12 August 2007.
  11. Intelligent Classification System for Microcalcification of Breast Cancer. Gold Medal, Invention, Innovation and Industrial Design Technology Exhibition 2006 (ITEX2006), Kuala Lumpur, Malaysia, 19-21 May 2006.
  12. JTst – Automated Unit Testing Tool for JAVA Program. Gold Medal, Invention, Innovation and Industrial Design Technology Exhibition 2006 (ITEX2006), Kuala Lumpur, Malaysia, 19-21 May 2006.
  13. CCAID System – An Automatic Intelligent Diagnostic System for Cervical Cancer. Silver Medal, Malaysia Technology Expo (MTE) 2006, Putra World Trade Centre, Kuala Lumpur, 23 – 25 February 2006. Organized by Ministry of Science, Technology and Innovation (MOSTI)
  14. NeuralMammo – Diagnosis System for Breast Cancer Based on Neural Network Gold Medal, Invention, Innovation and Industrial Design Technology Exhibition 2005 (I-TEX 2005), Kuala Lumpur, Malaysia. 19 – 21 May 2005.
  15. Gold Medal Award, Science and Technology Exposition 2003, Ministry of Science, Technology and Environment (MOSTE), Putra World Trade Center (PWTC), Kuala Lumpur, 7 – 9 August 2003.
  16. NeuralPap. Micheal Chai IT Award for Best IT invention, Invention, Innovation and Industrial Design Technology Exhibition 2003 (I-TEX 2003), Sunway Pyramid Exhibition Centre, Sunway, Selangor, 16 – 18 May 2003.
  17. NeuralPap. Gold Medal Award, Invention, Innovation and Industrial Design Technology Exhibition 2003 (I-TEX 2003), Sunway Pyramid Exhibition Centre, Sunway, Selangor, 16 – 18 May 2003.

F. Editorial Board

  1. Journal of Fuzzy Logic and Modeling in Engineering, Bentham Science. May 2020 – present.
  2. Journal of Electrical Technology, Universitas Muhammadiyah Yogyakarta, Indonesia. October 2019 – present.
  3. Journal of Mechatronics and Intelligent Manufacturing (Mekatronika), UMP, June 2018 – present.
  4. International Journal of Advanced Computer Research (IJACR), February 2018 - present.
  5. Azerbaijan Journal of High Performance Computing, Azerbaijan. January 2018 – present.
  6. International Journal of Computer Science & Information Engineering, Serial Publications, since 13 January 2015.
  7. Segment Journals, since January 2015
  8. International Journal of Research and Innovantion – Advances in Information Sciences and Service Sciences (AISS), Advanced Institute of Convergence IT, since December 2012.
  9. International Journal of Information and Computer Science (IJICS), Science and Engineering Publishing Company, since May 2012.
  10. Journal of Engineering Science, Penerbit USM, since October 2010 – present.
  11. Expert Panel Review of Life Science Research Group, The Science Advisory Board, since 18 June 2010.
  12. Shelter International Journal of Engineering Science, Shelter, since December 2009.

Last Updated on 23.06.2020

Consultancy

Consultancy with Monetary Reward

  1. Consultant for An Automated Machine Vision Inspection System with UIS Technologies Sdn. Bhd. January 2020. – Monetary reward: RM 13,500.00.
  2. Memorandum of Agreement (MoA) with Vitrox Corporation Berhad, Industrial Collaboration of Student’s Final Year Project: X-Ray Soldering Defect Detector Using Convolutional Neural Network. 1 January 2020 – 30 June 2020. – Monetary reward: RM 5,000.00.
  3. Memorandum of Agreement (MoA) with Vitrox Corporation Berhad, Industrial Collaboration of Student’s Final Year Project: Defective Solder Joint Detection from X-Ray Image Using Deep Convolutional Neural Network. 1 January 2020 – 30 June 2020. – Monetary reward: RM 5,000.00.
  4. Memorandum of Agreement (MoA) with Vitrox Corporation Berhad, Industrial Collaboration of Student’s Final Year Project: Detection of Void in X-Ray Images. 1 January 2020 – 30 June 2020. – Monetary reward: RM 5,000.00.
  5. Consultancy Service inculcating New Culture of Maintenance for SMEs through Reliability Management and Predictive based Maintenance, SIRIM Berhad. 1 April 2019 – 30 September 2019. – Monetary reward: RM 15,900.00.
  6. Memorandum of Agreement (MoA) with Vitrox Corporation Berhad, Industrial Collaboration of Student’s Final Year Project. 17 November 2017 – 31 May 2018. Monetary reward: RM 5,000.00.
  7. Consultant for project entitled Exposure Based Multi-Histogram Equalization Contrast Enhancement for Non-Uniform Illumination Images. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd). January 2019. – Monetary reward: RM 3,800.00
  8. Consultant for project entitled Integration of Unsupervised Clustering Algorithm and Supervised Classifier for Data Classification. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), June 2018. – Monetary reward: RM 3,800.00
  9. Consultant for project entitled Eye Blinking Detection System. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), January 2018. – Monetary reward: RM 3,800.00.
  10. Consultant for project entitled Implementation of Write Assist Technique on Low Voltage Distributed Memory. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), August 2016. – Monetary reward: RM 5,600.00
  11. Consultant for project entitled Fault Diagnosis on VLSI Adder Circuits Using Artificial Neural Network. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), August 2015. – Monetary reward: RM 5,600.00
  12. Consultant for project entitled Modelling of Automated Vehicle Light Monitoring System. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), June 2014. – Monetary reward: RM 5,600.00
  13. Consultant for project entitled A Solid-State Drive Solution with OPENCL Parallel Configuration. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), March 2014. – Monetary reward: RM 5,600.00
  14. Course developer for Wawasan Open University, 1 September 2013 – 15 January 2014 – Monetary reward: RM4,000.00
  15. Course developer for Wawasan Open University, 1 January 2013 – 31 July 2013 – Monetary reward: RM2,000.00
  16. Consultant for project entitled Low Power Logic Element with Dynamically Control NMOS Body Bias. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), July 2012. – Monetary reward: RM 5,600.00
  17. Consultant for project entitled Physical Aware Transistor Level to Gate Level Logic Extraction for Custom Digital Sub Circuit. MSc ESDE Industry (Collaboration USM – USAINS InfoTech Sdn Bhd), July 2012. – Monetary reward: RM 5,600.00
  18. Consultant for Image Processing Training Program (Intermediate), Penang Skills Development Centre (PSDC), Penang, Malaysia, 12 & 13 January 2012. – Monetary reward: RM10,000.00.
  19. Consultant for Image Processing Training Program (Intermediate), Penang Skills Development Centre (PSDC), Penang, Malaysia, 20 & 21 September 2012 – Monetary reward: RM10,000.00.
  20. Consultant for Advanced Level Image Processing Training Program, Penang Skills Development Centre (PSDC), Penang, Malaysia, 27 November & 4 December 2010 – Monetary reward: RM10,000.00.
  21. Consultant for Advanced Level Image Processing Training Program, Penang Skills Development Centre (PSDC), Penang, Malaysia, 9 & 30 October 2010 – Monetary reward: RM10,000.00.
  22. Consultant for Image Processing Training Program (Intermediate), Penang Skills Development Centre (PSDC), Penang, Malaysia, 9 & 16 January 2010 – Monetary reward: RM10,000.00.
  23. Consultant for Image Processing Training Program (Intermediate), Penang Skills Development Centre (PSDC), Penang, Malaysia, 5 & 12 December 2009 – Monetary reward: RM10,000.00.
  24. Consultant for MSc ESDE Programme with Industry – Supervision & Viva, 2011/2012 – Monetary reward: RM11,300.00.
  25. Development of an Intelligent Screening System for Cervical Cancer, Research Contract with National Cancer Council (MAKNA). RM 210,000.00. September 2007 – September 2010.

Consultancy without Monetary Reward

  1. Consultant for Hitronik Sdn Bhd, Penang in ‘Programmable Logic Array’ field, 4 April 2013.
  2. Consultant for FasTrack Masters (for students from industries – Altera, Agilent, Intel, Motorola and Clarion), March 2013 – providing workshops / lectures on research methodology, technical paper writing and mathematics (numerical methods) and statistics.
  3. Consultant for Wawasan Open University as course developer TEE201/05 Electrical Circuits and Power, 19 December 2012
  4. Consultant for Venture Electronics Services (Malaysia) Sdn Bhd – Project: Artificial Intelligence Analysis for Switches Products, 13 June 2011.
  5. Consultant as Demonstrator Engineering Labarotary EDED2103 Digital Electronics, Open University Malaysia, 23 March 2010
  6. Consultant as Demonstrator Engineering Labarotary EDEE2103 Electronics, Open University Malaysia, 10 December 2009
  7. Coordinator for EDEB2103 Digital Electronics, Open University Malaysia, 15 November 2008
  8. Consultant for Agilent Technologies (M) Inc., 7 November 2008.
  9. Demonstrator for the Analogue and Digital Electronics Course, Open University Malaysia (OUM), 18 October 2008
  10. Consultant for Sepakateguh Engineers Sdn. Bhd., Shah Alam, Selangor, Malaysia, 1 July 2008 to 20 June 2009.
  11. Consultant for PCB Repair Centre Sdn Bhd, Kuala Lumpur, 1 April 2007.
  12. Resident Consultant for Ikram Solutions Sdn Bhd, Kuala Lumpur, since 15 March 2007.
  13. Focal person of Universiti Sains Malaysia for Malaysia Innovation Program (MIP), Agilent Technologies, Penang, Malaysia, since January 2007
  14. Consultant and Research Collaboration in Healthcare Area with GCR Sdn Bhd., 24 November 2006.
  15. Resident Consultant for Jariz Technologies Sdn Bhd, Shah Alam, Selangor, 13 September 2006.
  16. Research Grant Consultant URDC UiTM for project ‘Identification of Tumor Existance in Mammogram Image Using Image Processing Algorithm’, 19 June 2006.
  17. Demonstrator for EBEN3103 Communications System, Open University Malaysia, 12 March 2006
  18. Technology Due Diligence – Academics Opinion for Expedient Equity Sdn Bhd, January 2005.

Last Updated on 23.06.2020