Prof. Dr. Khairul Munadi, ST, M.Eng.

Tentang Saya (About Me)

Khairul Munadi received the B.E. degree from Sepuluh Nopember Institute of Technology, Surabaya, Indonesia, in 1996, and the M.Eng., and Ph.D. degrees from Tokyo Metropolitan University (TMU), Japan, in 2004 and 2007 respectively, all in electrical engineering. From 1996 to 1999, he was with Alcatel Indonesia as a system engineer. Since 1999, he joined Syiah Kuala University, Banda Aceh, Indonesia, as a lecturer at the Electrical Engineering Department. He has been a member of Tsunami and Disaster Mitigation Research Center (TDMRC) of Syiah Kuala University since 2008, and he is currently appointed as the Head of TDMRC. He also lectrures at Graduate Program in Disaster Science and Graduate Program in Electrical Engineering of Syiah Kuala University. He is a member of IEEE and APSIPA. His research interests include signal, image & multimedia information processing, application of ICT for disaster risk reduction (DRR), and knowledge management for DRR.

email khairul.munadi[at]unsyiah.ac.id
www http://fsd.unsyiah.ac.id/kmunadi/, http://tdmrc.unsyiah.ac.id
idGaruda idThomson idScopus idGoogleScholar

Publikasi (Publications)

Jurnal (Journals)

Maulisa Oktiana, Takahiko Horiuchi, Keita Hirai, Khairun Saddami, Fitri Arnia, Yuwaldi Away, Khairul Munadi, 2020, Cross-spectral iris recognition using phase-based matching and homomorphic filtering, Heliyon, Vol. 6, 1-11, 2405-8440.

Roslidar, Aulia Rahman, Rusdha Muharar, Muhammad Rizky Syahputra, Fitri Arnia, Maimun Syukri, Biswajeet Pradhan, Khairul Munadi, 2020, A Review on Recent Progress in Thermal Imaging and Deep Learning Approaches for Breast Cancer Detection, IEEE Access, Vol. 8, , 21693536.

Khairun Saddami, Khairul Munadi, Yuwaldi Away, Fitri Arnia, 2019, Improvement of Binarization Performance using Local Otsu Thresholding, International Journal of Electrical and Computer Engineering (IJECE), Vol. 9, 264-272, 2088-8708.

Fitri Arnia, Khairun Saddami, Khairul Munadi, 2019, Moment Invariant-Based Features for Jawi Character Recognition, International Journal of Electrical and Computer Engineering (IJECE), Vol. 9, 1711-1719, 2088-8708.

Maulisa Oktiana, Khairun Saddami, Fitri Arnia, Yuwaldi Away, Keita Hirai, Takahiko Horiuchi, Khairul Munadi, 2019, Advances in Cross-Spectral Iris Recognition Using Integrated Gradientface-Based Normalization, IEEE Access, Vol. 7, 130484-130494, 21693536.

Maulisa Oktiana, Fitri Arnia, Yuwaldi Away, Khairul Munadi, 2018, Features for Cross Spectral Image Matching : A Survey, Bulletin of Electrical Engineering and Informatics (BEEI), Vol. 7, 552-560, 2302-9285.

Fitri Arnia, Khairul Munadi, 2017, Binarization of Ancient Document Images Based on Multipeak Histogram Assumption, TELKOMNIKA (Telecommunication Computing Electronics and Control), Vol 15, 1317-1327, Online : 2302-9293, Print: 1693-6930.

Hayatun Maghfirah, Fitri Arnia, Khairul Munadi, 2017, Temu Kembali Citra Busana Muslimah Berdasarkan Bentuk Menggunakan Curvature Scale Space (CSS), Jurnal Nasional Teknik Elektro dan Teknologi Informasi (JNTETI), Vol. 6, 74-83, Online: 2460-5719, Print: 2301-4156.

Nasaruddin, Yunida, Khairul Munadi, 2016, Improved Model of the Selection with Soft- and Hard-Combining Decoding Strategies for Multi-User Multi-Relay Cooperative Networks, International Journal of Electrical and Computer Engineering (IJECE), 6 (4), 1766-1778, 2088-8708.

Nasaruddin, Ardiansyah, Khairul Munadi, 2016, Interactive Internet-Based Disaster Risk Information System for Tsunami-Hit Aceh Province of Indonesia, Journal of ICT, 15 (1), 33-55, 2180-3862.

Yustina Dhyanti, Khairul Munadi, Fitri Arnia, 2016, Penerapan Deskriptor Warna Dominan untuk Temu Kembali Citra Busana pada Peranti Bergerak, Jurnal Rekayasa Elektrika (JRE), Vol. 1, 104-110, 2252-620X.

Khairul Munadi, Fitri Arnia, Mohd. Syaryadhi, Masaaki Fujiyoshi, and Hitoshi Kiya, 2015, A Secure Online Image Trading System for Untrusted Cloud Environment, SpringerPlus, Engineering, 4, 1-12, 2193-1801.

Sayed Muchallil, Fitri Arnia, Fardian, Khairul Munadi, 2015, Performance Comparison of Denoising Methods for Historical Document Images, Jurnal Teknologi, 77(22), 137-143, 2180-3722.

Fardian, Fitri Arnia, Sayed Muchallil, Khairul Munadi, 2015, Identification of Most Suitable Binarization Methods for Acehnese Ancient Manuscripts Restoration Software User Guide, Jurnal Teknologi, 77(22), 95-102, 2180-3722.

Mursyidin, Khairul Munadi, Muchlisin Z.A, 2015, Prediksi Zona Tangkapan Ikan Menggunakan Citra Klorofil-a Dan Citra Suhu Permukaan Laut Satelit Aqua MODIS Di Perairan Pulo Aceh, Jurnal Rekayasa Elektrika (JRE), Vol. 1, 176-182, Online: 2252-620X.

Fitri Arnia, Andika Saputra, Khairul Munadi, 2014, Penggunaan Histogram dari Koefisien Aproksimasi Wavelet untuk Deteksi Cacat Tekstil, Jurnal Nasional Teknik Elektro (JNTE), Vol. 3, 72-79, Online: 2407-7267, Print: 2302-2949.

Fitri Arnia, Hendra Hidayat, Roslidar, Khairul Munadi, 2013, Ordinal Measure of Discrete Cosine Transform Coefficients and its Application to Fingerprint Matching, International Journal of Electrical and Computer Engineering, Vol. 3, 823-830, 2088-8708.

K. Nishikawa, Khairul Munadi, and H. Kiya, 2008, No-Reference PSNR Estimation for Quality Monitoring of Motion JPEG2000 Video Over Lossy Packet Networks, IEEE Transactions on Multimedia, vol. 1, 637-645, online: 1941-0077, print: 1520-9210.

Khairul Munadi, M. Fujiyoshi, K. Nishikawa, and H. Kiya, 2007, Codeblock-Based Error Concealment for JPEG2000 Coded Image Transmission over RTP, IEICE Trans, E90-A,, 429-438, Online: 1745-1337, Print: 0916-8508.

Prosiding (Proceedings)

Syahrul Wahyudi, Maulisa Oktiana, Fitri Arnia, Khairul Munadi, 2019, Cross-Spectral Face Matching Based on Phase Correlation, Towards a Smart and Human-Centered Cyber World, 2019 IEEE International Conference on Cybernetics and Computational Intelligence, Banda Aceh, 22-24 Agustus 2019, USA, IEEE, 0, 978-1-7281-0867-4.

Maulisa Oktiana, Khairun Saddami, Fitri Arnia, Yuwaldi Away, Khairul Munadi, 2018, Improved Cross-Spectral Iris Matching Using Multi-Scale Weberface and Gabor Local Binary Pattern, Electronics, Computers and Artificial Intelligence, 2018 10th International Conference on Electronics, Computers and Artificial Intelligence (ECAI), Iasi, Romania, 28-30 Juni 2018, USA, IEEE, 0, 978-1-5386-4901-5.

Maulisa Oktiana, Khairun Saddami, Fitri Arnia, Yuwaldi Away, Khairul Munadi, 2018, Improved Cross Spectral Iris Matching Using Gradientface Based Normalization, Electrical Engineering and Informatics, 2018 International Conference on Electrical Engineering and Informatics (ICELTICs), Banda Aceh, Indonesia, 19-20 September 2018, USA, IEEE, , 978-1-5386-6140-6.

Novira Dwina, Fitri Arnia, and Khairul Munadi, 2018, Skin Segmentation based on Improved Thresholding Method, Electrical, Electronics, Computer and Telecommunications Engineering, 2018 International ECTI Northern Section Conference on Electrical, Electronics, Computer and Telecommunications Engineering (ECTI-NCON), Chiang Rai, Thailand, 25-28 Februari 2018, USA, IEEE, , 978-1-5386-3552-0.

Mentari Bella Al Rasyid, Yunidar, Fitri Arnia, and Khairul Munadi, 2018, Histogram Statistics and GLCM Features of Breast Thermograms for Early Cancer Detection, Electrical, Electronics, Computer and Telecommunications Engineering, 2018 International ECTI Northern Section Conference on Electrical, Electronics, Computer and Telecommunications Engineering (ECTI-NCON), Chiang Rai, Thailand, 25-28 Februari 2018, USA, IEEE, , 978-1-5386-3552-0.

Khairun Saddami, Khairul Munadi, Yuwaldi Away, Fitri Arnia, 2017, DHJ: A Database of Handwritten Jawi for Recognition Research, 2017 International Conference on Electrical Engineering and Informatics (ICELTICs), ICELTICs 2017, Banda Aceh, 18-20 Oktober 2017, USA, IEEE, , 978-1-5386-2934-5.

Khairun Saddami, Khairul Munadi, Sayed Muchallil, Fitri Arnia, 2017, Improved Thresholding Method for Enhancing Jawi Binarization Performance, 2017 14th IAPR International Conference on Document Analysis and Recognition (ICDAR), ICDAR 2017, Kyoto, Japan, 9-15 Nopember 2017, USA, IEEE, , 2379-2140.

Khairun Saddami, Khairul Munadi, Fitri Arnia, 2016, A New Approach for Jawi Sub-word Segmentation using Histogram Projection, IEEE TENCON 2016, The 2016 IEEE Region 10 Conference (TENCON2016), Singapore, Singapore, 22-25 November 2016, USA, IEEE, , 2159-3450.

Maulisa Oktiana, Khairul Munadi, Fitri Arnia, 2016, Retrieval Performance of Color Descriptors Derived from DC Components of Protected JPEG Images, Multimedia and Broadcasting, The 2nd Asia Pasific Conference on Multimedia and Broadcasting 2016 (APMediaCast2016), Bali, Indonesia, 17-19 Nopember 2016, USA, IEEE, , 978-1-4673-9791-9.

Khairul Munadi, Fitri Arnia, Mohd. Syaryadhi, and Hitoshi Kiya, 2015, A Content-Based Image Retrieval System for Visually Protected Image Databases, IEEE APMediaCast 2015, The 1st Asia Pacific Conference on Multimedia and Broadcasting (APMediaCast2015), Bali, Indonesia, 23-25 April 2015, USA, IEEE, , 978-1-4799-7967-7.

Fitri Arnia, Khairul Munadi, 2015, Real time textile defect detection using GLCM in DCT-based compressed images, , The 6th Inter. Conf., Modeling, Simulation, and Applied Optimization (ICMSAO), Istanbul, Turkey, 27-29 Mei 2015, USA, IEEE, , 978-1-4673-6601-4.

Fitri Arnia, Fardian, Sayed Muchallil, Khairul Munadi, 2015, Noise characterization in ancient document images based on DCT coefficient distribution, , The 13th Inter. Conf. Document Analysis and Recognition (ICDAR), 2015, Nancy, France, 23-26 Agustus 2015, USA, IEEE, , 978-1-4799-1805-8.

Khairun Saddami, Khairul Munadi, Fitri Arnia, 2015, A database of printed Jawi character image, , The Third International Conference on Image Information Processing (ICIIP2015), Waknaghat, India, 21-24 Desember 2015, USA, IEEE, , 978-1-5090-0148-4.

Fitri Arnia, Khairul Munadi, Fardian. Sayed Muchallil, 2014, Improvement Of Binarization Performance by Applying DCT As Pre-Processing Procedure, , The 6th International Symposium on Communications, Control, and Signal Processing (ISCCSP 2014), Athens, Greece, 21-23 Mei 2014, USA, IEEE, , 978-1-4799-2890-3.

Fathir Wafda, Rizqiya Windy, Yudha Nurdin, Khairul Munadi and Nasaruddin, 2013, Agent Based Tsunami Evacuation Simulation for Disaster Education, Proceeding of International Conference on ICT for Smart Society 2013, International Conference on ICT for Smart Society 2013 (ICISS 2013), Jakarta, Indonesia, 13-14 June 2013, USA, IEEE, , 978-1-4799-0145-6.

Rahmad Dawood, Sayed Muchallil, Khairul Munadi, 2013, Meuruno: An SMS-based learning system that nudge students to review previously taught materials, , Inter. Conf. Teaching, Assessment and Learning for Engineering 2013 (TALE2013), Bali, Indonesia, 26-29 Agustus 2013, USA, IEEE, , 978-1-4673-6355-6.


Buku (Books)

Fitri Arnia, Khairul Munadi, 2018, Pengantar Teknik Pengolahan Citra dan Visi Komputer, Yogyakarta, Penerbit Ombak, 978-602-258-493-3.

Training/Diklat (Workshops)

02-07-2019, EPICentre Encounters: Recent Advances and Perspectives in Multi-hazard Risk and Resilience, University College London (UCL), London, UK
30-08-2018, IEEE Teacher In Service Program (TISP) Volunteer and Teacher Training Workshop, IEEE Educational Activities in cooperation with IEEE Region 10 Educational Activities and IEEE Indonesia Section, Bali, Indonesia
25-06-2018, IRDR-EPICentre Workshop on Global Challenges in Disaster Risk Reduction, Institute for Risk & Disaster Reduction (IRDR), University College London (UCL), London, UK
07-06-2017, Regional Workshop on Accelerating Science and Technology to Foster the Implementation of the Sustainable Development Goals in Asia and the Pacific, UNESCO Office Jakarta, Dili, Timor Leste.
02-05-2017, JSPS Core to Core Program: Regional Platform for Disaster Risk Reduction in Asia with Networking Researchers, Practitioners and Information. International Workshop and Field Trip \"Toward Building Regional Platform for Disaster Risk Reduction in Asia\", JSPS, Kyoto University, Japan, Kuala Lumpur, Malaysia.
08-09-2016, Workshop on Cooperation Modes of Indonesia South- South and Triangular Cooperation, Biro Kerjasama Teknik Luar Negeri, Kemsetneg, Palembang, Indonesia
05-09-2016, The 3rd Meeting of the Southeast Asia-China Education Research Network (SEA-CERN), SEAMEO Secretariat, Amari Watergate Hotel, Bangkok, Thailand.
16-05-2016, Workshop on Enhancing Technical Cooperation among Member Countries through Reverse Linkage: Together We Overcome Our Challenges, Islamic Development Bank (IsDB), Bappenas, Balai Sidang JCC, Jakarta, Indonesia
15-10-2015, Wokrshop Penguatan Kelembagaan Pusat Unggulan Iptek (PUI), Direktorat Jenderal Kelembagaan Iptek dan Dikti, Kemenristekdikti, Royal Hotel, Bogor, Indonesia
01-10-2015, 2nd Consortium of Asia-Pacific Education Universities (CAPEU) Workshop on Disaster Awareness, Preparedness, and\n Management, CAPEU dan Universitas Negeri Yogyakarta (UNY), Yogyakarta, Indonesia
22-09-2014, ”Art of Knowledge Capturing” Workshop and Training of Trainers, Pusdiklat PB BNPB, World Bank Group, Gedung INA-DRTG, Bogor, Indonesia
18-08-2014, Regional Workshop: “Lessons Learned and Knowledge Sharing on Developing Policies, Action Plans and Models using LINKS on Hydro- meteorological Hazards”, UNESCO Office Jakarta, AIM Conference Center, Manila, Philippines.
23-06-2014, Second High-Level Meeting on Country-led Knowledge Hubs (HLM2), World Bank Group, Islamic Development Bank (IsDB), Ministry of Strategic and Finance, Seoul, South Korea
25-11-2013, Summative Meeting Penggalangan Dana Hibah Triple Helix, USAID Higher Education Leadership and Management (HELM), Hotel Ambhara, Jakarta, Indonesia
16-09-2013, Lokakarya Penggalangan Hibah Triple Helix, USAID Higher Education Leadership and Management (HELM), Hotel Ambhara, Jakarta, Indonesia
08-04-2013, Lokakarya Potensi Sektor Swasta: Penguatan Kapasitas Lembaga Penelitian dan Pengabdian Masyarakat, USAID Higher Education Leadership and Management (HELM), Hotel Sheraton Mustika, Yogyakarta, Indonesia
25-05-2011, Result Based Management (RBM), Project Disaster Risk Reduction-Aceh (DRR-A)/UNDP, Banda Aceh, Indonesia
07-04-2009, Strategic Institutional Development Plan, Project Disaster Risk Reduction-Aceh (DRR-A)/UNDP, Hotel Angkasa, Medan.

Paten (Patents)

2017, Sistem Penyimpanan Citra Yang Aman Untuk Penjualan Melalui Internet, IDP000045138, Jakarta, Indonesia.
     Khairul Munadi, Fitri Arnia, Mohd. Syaryadhi.

Penghargaan (Awards)

11-10-2008, IOTWS Fellowship, IOC/UNESCO, Deltares, Delft, Netherlands.

02-05-2016, Mevlana Exchange (Academic Staff Mobility) Programme, Suleyman Demirel University, Isparta, Turkey.