PROFESOR MADYA TS. DR. FERDA ERNAWAN

	Contact No. : 094244648 Gender : MALE Nationality : INDONESIA Current Positon : DS14-A-PROFESOR MADYA E-Mail : ferda@ump.edu.my
ACADEMIC QUALIFICATION
. 2014 : IJAZAH KEDOKTORAN (DOCTORAL DEGREE), UNIVERSITI TEKNIKAL MALAYSIA (UTEM) . 2011 : IJAZAH SARJANA (MASTERS DEGREE), UNIVERSITI TEKNIKAL MALAYSIA (UTEM)
EXPERTISE
EXPERT AREA MAJOR YEARS OF EXPERTISE LEVEL ARTIFICIAL INTELLIGENCE SPEECH RECOGNITION 5 TINGGI DIGITAL IMAGE PROCESSING SYSTEM STEGANOGRAPHY 3 TINGGI IMAGE PROCESSING AND PATTERN RECOGNITION IMAGE COMPRESSION 6 SANGAT TINGGI WATERMARKING TECHNIQUES DATA SECURITY 4 SANGAT TINGGI
EMPLOYMENT HISTORY
EMPLOYER POST JOIN DATE RESIGN DATE STATUS Universitas Dian Nuswantoro, Indonesia SENIOR LECTURER 01/01/2011 01/01/2014 - Universiti Malaysia Pahang UNIVERSITY LECTURER 01/02/2016 31/01/2023 -
RESEARCH
NO. TITLE ROLE START DATE END DATE STATUS 1. A FRAMEWORK FOR VIRTUAL REALITY INTEGRATION IN TECHNOLOGICAL LEARNING ENVIRONMENTS IN ENGINEERING EDUCATION TO LEAD THE FUTURE OF STEAM EDUCATION (RDU242724) Member 15-DEC-2024 14-DEC-2025 Sedang Berjalan 2. A FRAMEWORK FOR VIRTUAL REALITY INTEGRATION IN TECHNOLOGICAL LEARNING ENVIRONMENTS IN ENGINEERING EDUCATION TO LEAD THE FUTURE OF STEAM EDUCATION (UIC241525) Member 15-DEC-2024 14-DEC-2025 Sedang Berjalan 3. FORMULATION OF DATA QUALITY INDEX BASED ON WEIGHTED LINEAR AVERAGE MODEL FOR LOW-COST SENSORS NETWORK (UIC241510) Member 01-NOV-2024 31-OCT-2025 Sedang Berjalan 4. FORMULATION OF DATA QUALITY INDEX BASED ON WEIGHTED LINEAR AVERAGE MODEL FOR LOW-COST SENSORS NETWORK (RDU242708) Member 01-NOV-2024 31-OCT-2025 Sedang Berjalan 5. A HYBRID APPROACH TO FUZZINESS BASED LONG SHORT-TERM MEMORY NETWORK FOR EMAIL SPAM DETECTION (FLSTM) (UIC241530) Member 01-NOV-2024 31-OCT-2025 Sedang Berjalan 6. A HYBRID APPROACH TO FUZZINESS BASED LONG SHORT-TERM MEMORY NETWORK FOR EMAIL SPAM DETECTION (FLSTM) (RDU242728) Member 01-NOV-2024 31-OCT-2025 Sedang Berjalan 7. INTEGRATING AUGMENTED REALITY IN EDUCATION: A STUDY OF STUDENT ENGAGEMENT, MOTIVATION AND LEARNING OUTCOMES IN HIGHER EDUCATION Member 01-DEC-2023 30-NOV-2025 Sedang Berjalan 8. A NEW BLOCK MAPPING TECHNIQUE WITH OUTWARD SPIRAL DIRECTION FOR REDUCING THE TAMPER COINCIDENCE PROBLEM IN IMAGE WATERMARKING Member 01-OCT-2023 30-SEP-2026 Sedang Berjalan 9. A NEW WATERMARK SELF-EMBEDDING TECHNIQUE WITH INTEGER WAVELET TRANSFORM FOR IMAGE RECOVERY Leader 01-OCT-2023 30-SEP-2026 Sedang Berjalan 10. FRAGILE IMAGE WATERMARKING FOR AUTHENTICATION AND SELF-RECOVERY USING LIFTING WAVELET TRANSFORM Leader 01-JUL-2023 30-JUN-2025 Sedang Berjalan 11. DEVELOPMENT OF VIRTUAL REALITY TRAINING FOR FIREFIGHTING Member 01-MAY-2023 30-APR-2024 Tamat (Perlu hantar laporan akhir) 12. A NEW TEXTURE PRESERVATION IN IMAGE WATERMARKING FOR COPYRIGHT PROTECTION, IMAGE AUTHENTICATION AND SELF-RECOVERY (UIC221522) Leader 31-DEC-2022 30-DEC-2024 Tamat (Laporan akhir dalam semakan) 13. A NEW TEXTURE PRESERVATION IN IMAGE WATERMARKING FOR COPYRIGHT PROTECTION, IMAGE AUTHENTICATION AND SELF-RECOVERY (RDU222709) Leader 31-DEC-2022 30-DEC-2024 Tamat (Perlu hantar laporan akhir) 14. OUTDOOR MULTI-OBJECTS OCCLUSION DETECTION USING A CONVOLUTIONAL NEURAL NETWORK BASED MODEL AND SINGLE SHOT DETECTOR ALGORITHM FOR VISUALLY IMPAIRED PEOPLE Member 15-DEC-2022 14-DEC-2024 Sedang Berjalan 15. PDF AUTHENTICATION & SELF-RECOVERY SOFTWARE (PDF-AUSR) Leader 01-OCT-2022 30-SEP-2024 Tamat (Laporan akhir dalam semakan) 16. AUTHENTICATION AND SELF-RECOVERY USING A NEW IMAGE INPAINTING TECHNIQUE AND PATTERN TEXTURE Leader 01-SEP-2022 31-AUG-2025 Tamat (Laporan akhir dalam semakan) 17. A NEW IMAGE INPAINTING TECHNIQUE WITH OUTWARD SPIRAL SEARCH DIRECTION FOR SELF-RECOVERY IN IMAGE WATERMARKING Member 01-SEP-2022 31-AUG-2024 Sedang Berjalan 18. FORMULATION OF A NEW ROBUST HYBRID REVERSIBLE WATERMARKING SCHEME FOR MULTI-FRAME ULTRASOUND IMAGES Member 23-DEC-2020 22-DEC-2022 Tamat (Perlu hantar laporan akhir) 19. IMAGE WATERMARKING SOFTWARE FOR COPYRIGHT PROTECTION Leader 15-NOV-2020 14-NOV-2022 Selesai (Mencapai Semua KPI) 20. A NEW REVERSIBLE WATERMARKING SCHEME FOR MULTI-FRAME MEDICAL IMAGES Member 15-DEC-2019 14-MAR-2022 Tamat (Laporan akhir dikembalikan dan perlu dihantar semula) 21. AN IMPROVE ROBUST WATERMARKING IMAGE USING DWT AND YCOCG-R COLOR SPACE Leader 15-OCT-2019 14-OCT-2022 Selesai (Mencapai Semua KPI) 22. Formulating a multi-objective optimization control model of hybrid vehicles to enhance fuel economy using combustion and regenerative brake power Member 01-SEP-2019 31-MAY-2022 Selesai (Tidak Mencapai KPI) 23. A New Embedding Algorithm using Hilbert-Peano Pattern in Enhancing Authentication Systems for Textual Documents Member 01-SEP-2019 31-MAY-2022 Selesai (Tidak Mencapai KPI) 24. A NEW REVERSIBLE IMAGE AUTHENTICATION SCHEME BASED ON FRAGILE WATERMARKING TECHNIQUE Leader 15-AUG-2019 14-NOV-2021 Selesai (Mencapai Semua KPI) 25. AN IMPROVED DIGITAL WATERMARKING SCHEME BASED ON PSYCH VISUAL THRESHOLD FOR MULTIPLE WATERMARKS Leader 15-MAR-2019 14-MAR-2021 Selesai (Mencapai Semua KPI) 26. VIDEO STEGANOGRAPHY BASED ON DCT PSYCH VISUAL EFFECT AND OBJECT MOTION Leader 15-MAR-2019 14-MAR-2021 Selesai (Mencapai Semua KPI) 27. A New Embedding Technique based on Psychovisual Threshold for Robust and Secure Compressed Video Steganography Leader 01-JAN-2019 30-SEP-2021 Selesai (Mencapai Semua KPI) 28. AUTOMATIC ETHNICITY IDENTIFICATION FROM FACIAL IMAGES BASED ON SKIN COLOUR AND TEXTURE FEATURES USING MACHINE LEARNING TECHNIQUE Member 05-SEP-2018 04-DEC-2020 Selesai (Mencapai Sebahagian KPI) 29. A RELIABLE DIGITAL WATERMARKING TECHNIQUE BASED ON A NEW PSYCHOVISUAL EMBEDDING SCHEME Leader 15-APR-2018 14-APR-2020 Selesai (Mencapai Semua KPI) 30. DENGUE OUTBREAK PREDICTION BASED ON COMPUTATIONAL INTELLIGENCE ALGORITHM Member 15-APR-2018 14-JUL-2020 Selesai (Mencapai Semua KPI) 31. A COOPERATIVE CO-EVOLUTIONARY ALGORITHM FOR FUZZY MODELLING IN CANCER CLASSIFICATION Member 01-APR-2018 30-JUN-2020 Selesai (Mencapai Semua KPI) 32. AN IMPROVED COLOUR IMAGE STEGANOGRAPHY WITH TAMPER DETECTION USING MODIFIED ENTROPY Member 25-AUG-2017 24-AUG-2019 Selesai (Tidak Mencapai KPI) 33. PERFORMANCE IMPROVEMENT OF VIDEO PROCESSING ON MOBILE PHONE USING DYNAMIC OFFLOADING AND HETEROGENEOUS PARALLEL COMPUTING Member 20-JUN-2017 19-JUN-2019 Selesai (Mencapai Sebahagian KPI) 34. A Two-Stage Random Forest Method for Gene Selection and Classification of Cancer Microarray Data Member 01-JUN-2017 01-JUN-2019 Selesai (Mencapai Sebahagian KPI) 35. A NEW MASKING MODEL IN IMAGE AND VIDEO PROCESSING Leader 15-MAY-2017 14-MAY-2019 Selesai (Mencapai Semua KPI) 36. PROTECTING CONFIDENTIAL CLINICAL INFORMATION USING STEGANOGRAPHY TECHNIQUE Member 15-MAY-2017 14-MAY-2019 Selesai (Mencapai Sebahagian KPI) 37. A NEW SEGMENTATION METHOD IN IMAGE PROCESSING OF MEDICAL IMAGES FOR AUTOMATED LUNG CANCER DIAGNOSIS Member 15-MAY-2017 14-MAY-2019 Selesai (Mencapai Semua KPI) 38. A New Global Optimization Algorithm based on Stochastic Approach to Minimize Software Testing Redundancy Member 01-AUG-2016 31-JUL-2018 Selesai (Mencapai Semua KPI) 39. A NEW PSYCHO VISUAL MASKING MODEL FOR ROBUST IMAGE WATERMARKING Leader 25-MAY-2016 24-MAY-2018 Tamat (Tutup Projek)
PUBLICATION
TYPE PUBLICATION TARIKH PENERBITAN TYPE OF CONTRIBUTION REFEREED PUBLICATION JOURNAL Adaptive Scaling Factors based on The Impact of Selected DCT Coefficients for Image Watermarking 01/07/2022 Corresponding Author JOURNAL An efficient adaptive scaling factor for 4×4 DCT image watermarking 15/11/2022 Corresponding author JOURNAL Android malware detection using PMCC heatmap and Fuzzy Unordered Rule Induction Algorithm (FURIA) 01/10/2022 Member JOURNAL AuSR1: Authentication and self-recovery using a new image inpainting technique with LSB shifting in fragile image watermarking 01/04/2022 Corresponding Author JOURNAL AuSR2: Image watermarking technique for authentication and self-recovery with image texture preservation 01/10/2022 Corresponding Author JOURNAL Fast image watermarking based on signum of cosine matrix 01/07/2022 Corresponding Author JOURNAL The Relevance of Bibliometric Analysis to Discover the Area’s Research Efforts: Root Exploit Evolution 01/08/2022 Member JOURNAL Three Layer Authentications with a Spiral Block Mapping to Prove Authenticity in Medical Images 01/07/2022 Corresponding Author CONFERENCE PAPER An Image Watermarking based on Multi-level Authentication for Quick Response Code 01/11/2021 30%,co-author CONFERENCE PAPER Reversible Face Watermarking Scheme using Hash Function for Tamper Localization and Recovery 01/11/2021 30%, co-author JOURNAL An Improved Image Watermarking by Modifying Selected DWT-DCT Coefficients 01/12/2021 Corresponding Author JOURNAL Face recognition using the convolutional neural network for Barrier Gate System 01/05/2021 Member CONFERENCE PAPER An Improved Image Steganography Scheme Based on RDWT and QR Decomposition 01/11/2020 Member JOURNAL An Improved RDWT-based Image Steganography Scheme with QR Decomposition and Double Entropy 01/04/2020 30%,co-author JOURNAL An Improved RDWT-based Image Steganography Scheme with QR Decomposition and Double Entropy 01/11/2020 Member JOURNAL An Improved Robust Image Watermarking by using Different Embedding Strengths 01/01/2020 Author JOURNAL An application of Barnacle Mating Optimizer in Infectious Disease Prediction: A Dengue Outbreak Cases 01/11/2020 Member JOURNAL Automated Feature Selection using Boruta Algorithm to Detect Mobile Malware 01/11/2020 Member JOURNAL Fragile watermarking scheme based on sha-256 hash function and mersenne twister for medical image authentication 01/11/2020 Corresponding author JOURNAL The effect of augmented reality application toward student’s learning performance in pc assembly 01/11/2020 Member JOURNAL Video steganography based on DCT psychovisual and object motion 01/11/2020 Corresponding author BOOK CHAPTER Missing-Values Imputation Algorithms for Microarray Gene Expression Data 22/05/2019 100 CONFERENCE PAPER An Adaptive Scaling Factor for Multiple Watermarking Scheme 01/11/2019 Member CONFERENCE PAPER An Application of Hybrid Swarm Intelligence Algorithms for Dengue Outbreak Prediction 09/04/2019 Author CONFERENCE PAPER An Enhanced Model for Increasing Awareness of Vocational Students Against Phishing Attacks 26/09/2019 Author CONFERENCE PAPER An Improved Image Compression Technique using Large Adaptive DCT Psychovisual Thresholds 01/11/2019 Corresponding Author CONFERENCE PAPER Face Recognition Using Faster R-CNN with Inception-V2 Architecture for CCTV Camera 01/08/2019 Member JOURNAL An Improved Watermarking Technique for Copyright Protection Based on Tchebichef Moments 17/10/2019 Author JOURNAL Frames selection based on modified entropy and object motion in video steganography 01/10/2019 Author JOURNAL Image watermarking based on integer wavelet transform-singular value decomposition with variance pixels 01/06/2019 Author JOURNAL Multiple watermarking technique based on rdwt-svd and human visual characteristics 31/07/2019 Author JOURNAL Multiple watermarking technique using optimal threshold 01/12/2019 Author JOURNAL Tchebichef image watermarking along the edge using YCoCg-R color space for copyright protection 01/06/2019 Author CONFERENCE PAPER A blind watermarking technique using redundant wavelet transform for copyright protection 09/03/2018 main author JOURNAL A Blind Multiple Watermarks based on Human Visual Characteristics 08/03/2018 main author JOURNAL A block-based RDWT-SVD image watermarking method using human visual system characteristics 14/06/2018 main author JOURNAL A robust image watermarking technique with an optimal DCT-psychovisual threshold 02/04/2018 main author JOURNAL An Improved Integrative Random Forest for Gene Regulatory Network Inference for Breast Cancer 01/10/2018 Author JOURNAL Colour Image Steganography Using SHA-512 and Lossless Compression 04/01/2018 author JOURNAL Short Term Forecasting Based on Hybrid Least Squares Support Vector Machines 01/10/2018 Author JOURNAL Time Series Predictive Analysis based on Hybridization of Meta-heuristic Algorithms 28/10/2018 Author CONFERENCE PAPER A blind watermarking technique based on DCT psychovisual threshold for a robust copyright protection 11/12/2017 main author CONFERENCE PAPER Developing fish feeder system using Raspberry Pi 27/02/2017 author CONFERENCE PAPER Hybrid Least Squares Support Vector Machines for short term predictive analysis 24/04/2017 author JOURNAL A Better Engineering design for safety environment 01/03/2017 author JOURNAL An Efficient Image Compression Technique Using Tchebichef Bit Allocation 01/09/2017 main author JOURNAL An Improved Imperceptibility and Robustness of 4x4 DCT-SVD Image Watermarking Using Modified Entropy 01/10/2017 main author JOURNAL Bit allocation strategy based on Psychovisual threshold in image compression 01/07/2017 main author JOURNAL Soft Set Decision/Forecasting System Based on Hybrid Parameter Reduction Algorithm 01/10/2017 author CONFERENCE PAPER Block-based Tchebichef image watermarking scheme using psychovisual threshold 01/07/2016 main author CONFERENCE PAPER Integration of GWO-LSSVM for time series predictive analysis 01/01/2016 author JOURNAL An Efficient Image Compression Using Bit Allocation based on Psychovisual Threshold 01/12/2016 main author JOURNAL Robust Image Watermarking Based on Psychovisual Threshold 31/12/2016 main author JOURNAL A Novel Psychovisual Threshold on Large DCT for Image Compression 22/03/2015 Author JOURNAL Smooth Formant Peak via Discrete Tchebichef Transform 01/03/2015 author JOURNAL The Optimal Quantization Matrices for JPEG Image Compression From Psychovisual Threshold 31/12/2015 main author JOURNAL A Psychovisual Threshold for Generating Quantization Process in Tchebichef Moment Image Compression 01/03/2014 main author JOURNAL Integrating a Smooth Psychovisual Threshold into an Adaptive JPEG Image Compression 01/03/2014 main author JOURNAL An Adaptive JPEG Image Compression Using Psychovisual Model 01/01/2014 main author JOURNAL An Optimal Tchebichef Moment Quantization Using Psychovisual Threshold for Image Compression 01/01/2014 main author JOURNAL Psychovisual Threshold on Large Tchebichef Moment for Image Compression 01/03/2014 author CONFERENCE PAPER A Generic Psychovisual Error Threshold for the quantization table generation on JPEG Image Compression 08/03/2013 author CONFERENCE PAPER Image Watermarking Using Psychovisual Threshold over the Edge 12/03/2013 author CONFERENCE PAPER Psychovisual Model on Discrete Orthonormal Transform 05/02/2013 author CONFERENCE PAPER TMT Quantization Table Generation Based on Psychovisual Threshold for Image Compression 20/03/2013 main author CONFERENCE PAPER The Efficient Discrete Tchebichef Transform for Spectrum Analysis of Speech Recognition 01/10/2013 main author JOURNAL Adaptive Tchebichef Moment Transform Image Compression Using Psychovisual Model 01/09/2013 main author JOURNAL An Image Dithering via Tchebichef moment transform 01/03/2013 author JOURNAL Vowel Recognition using Discrete Tchebichef Transform 01/03/2013 main author CONFERENCE PAPER Tchebichef Moment Transform for Colour Image Dithering 12/06/2012 author CONFERENCE PAPER Tchebichef Moment Transform on Image Dithering for Mobile Applications 01/04/2012 main author CONFERENCE PAPER An Efficient 2x2 Tchebichef Moments for Mobile Image Compression 01/12/2011 main author CONFERENCE PAPER Spectrum Analysis of Speech Recognition via Discrete Tchebichef Transform 01/10/2011 main author CONFERENCE PAPER Fast Dynamic Speech Recognition via Discrete Tchebichef Transform 01/12/2011 main author CONFERENCE PAPER Using Discrete Tchebichef Transform on Speech Recognition 01/12/2011 main author JOURNAL Efficient Discrete Tchebichef on Spectrum Analysis of Speech Recognition 01/12/2011 main author EDITORIAL ACTIVITITIES JOURNAL Asian Journal of Applied Science and Technology 01/04/2017 EDITOR JOURNAL Asian Research Journal of Mathematics 01/09/2017 Editor JOURNAL International Journal of Engineering Sciences 01/05/2017 Editor JOURNAL International Journal of Recent Development in Computer Technology & Software Applications (IJRDCTSA 01/09/2017 EDITOR JOURNAL International Journal of Software Engineering and Computer Systems 01/02/2017 Editor JOURNAL Journal of Computer Intelligence and Innovation 01/08/2017 EDITOR JOURNAL Journal of Informatics and Electronics Engineering 01/07/2017 Editor JOURNAL International Journal of Engineering Sciences 01/07/2016 Editor JOURNAL International Journal of Software Engineering and Computer Systems 01/02/2016 Editor JOURNAL Journal of Computer Innovation and Intelligence 01/08/2016 Editor REVIEWER BOOKS Conference on Engineering, Technology & Education 2016 (CETEd'16) 03/08/2016 A reviewer of a manuscript which entitled "Penentuan Kesesuaian lokasi kawasan perindustrian di daerah batu pahat menggunakan sistem maklumat geografi (GIS)" BOOKS InAES 2016 – The 6th International Engineering Seminar 01/08/2016 Technical Program Committee Member BOOKS International Conference on Engineering Technology (ICET2016) 10/06/2016 Reviewer of a manuscript which entitled "Extraction System of Skin Color Area for Human Behavior Analysis from a set of Motion Scene" BOOKS International Conference on Engineering Technology 2016 (ICET 2016) 08/07/2016 Reviewer of a manuscript which entitled "Segmentation of Answer Section and Extraction of Character Lines from Handwritten Answer Sheet Image" BOOKS International Conference on Engineering Technology 2016 (ICET 2016) 10/06/2016 Reviewer of a manuscript which entitled "Connecting symbol segmentation for mathematical OCR" BOOKS International Conference on Software Engineering and Computer Systems 03/02/2016 Reviewer of a manuscript which entitled "Medical Image Processing Tools? A Review" JOURNAL 2016 IEEE Asia-Pacific Conference on Applied Electromagnetics 30/08/2016 Reviewer of a manuscript which entitled "Polymeric Microfluidic Meta-Atoms" JOURNAL British Journal of Applied Science & Technology 19/03/2016 Reviewer of a manuscript which entitled "Plaint Text Encoding/Decoding Technique Using a Combination of Huffman and Run-Length Algorithms" JOURNAL British Journal of Mathematics & Computer Science 06/09/2016 Reviewer of a manuscript which entitled "A De-noising algorithm of wavelet threshold based on a new threshold function" JOURNAL British Journal of Mathematics & Computer Science 07/08/2016 A reviewer of a manuscript which entitled "Development of a crypto-biometric security framework for automated teller machine" JOURNAL British Journal of Mathematics & Computer Science 07/08/2016 A reviewer of a manuscript which entitled "Recognition algorithm for probe interval 2-trees" JOURNAL British Journal of Mathematics & Computer Science 15/02/2016 A reviewer of a manuscript which entitled "The Use of Spatial Distribution of the Local Histogram Based Features for Finger's Veins Biometrics" JOURNAL British Journal of Mathematics & Computer Science 15/02/2016 reviewer JOURNAL British Journal of Mathematics & Computer Science 27/07/2016 A reviewer of a manuscript which entitled "Development of an improved cognitive complexity metrics for object-oriented codes" JOURNAL IEEE Access 07/10/2016 Reviewer of a Manuscript ID Access-2016-01847 which entitled "On Computational Aspects of Tchebichef Polynomials for Extreme Moment Order" JOURNAL International Journal for Light and Electron Optics 28/04/2016 Reviewer of a manuscript which entitled "Satellite Multispectral Image Compression Based on Removing Sub-band" JOURNAL International Journal of Applied Science & Technology 06/08/2016 Reviewer of a manuscript which entitled 'Recognition of Human actions based on temporal motion templates' JOURNAL International Journal of Speech Technology 07/07/2016 Reviewer of a manuscript which entitled "Different Chaotic Maps as Encryption Techniques for Speech Signals based on Permutation" JOURNAL Open Science Journal 10/03/2016 Reviewer of a manuscript which entitled "A Parallel Reconfigurable Architecture for DCT of Length N=32/16/8" JOURNAL Journal of Electronic Imaging 10/07/2015 reviewer JOURNAL Journal of Sciencetific Researh and Report 15/04/2015 reviewer JOURNAL International Journal of Speech Technology 14/10/2014 reviewer