Nazrul Effendy

Instrument and Information Technology Engineer
(Consultant), Instructor, Trainer, and Researcher

Department of Engineering Physics, Universitas Gadjah Mada

Shinoda Laboratory, Computer Science Dept, Tokyo Institute of Technology

Department of Control and Computer Engineering, Polytechnic University of Turin

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Education and Experience

Nazrul received the B.Eng. degree in Instrumentation Engineering and the M.Eng. degree in Electrical Engineering from Universitas Gadjah Mada, in 1998, and 2001, respectively. He received the PhD degree from the doctoral sandwich program between the electrical engineering graduate program, International School of Engineering, Chulalongkorn University, Thailand and the graduate School of Information Science and engineering, Tokyo Institute of Technology in 2009. During the PhD program, he conducted research in Chulalongkorn University, in Furui Lab (Speech Information Processing and Human Computer System) and in Shinoda Lab (Pattern Recognition and its Application to Real Word), Department of Computer Science, Tokyo Institute of Technology, Japan. His advisors for the PhD program were Assoc. Prof. Dr. Somchai Jitapunkul (Chulalongkorn University) and Prof. Dr. Sadaoki Furui (Tokyo Institute of Technology). Currently, he is an associate Professor, the coordinator of the Intelligent and Embedded System Research Group (InESys), and the head of Computation Laboratory at Department of Nuclear Engineering and Engineering Physics, Faculty of Engineering, Universitas Gadjah Mada. Since 2012, he joined integrated, smart and green building research group (insgreeb). He became a visiting scholar at the machine Learning and Intelligent OptimizatioN (LION) Laboratory, Department of Information Engineering and Computer Science, Trento University, Trento, Italy in November 2013, a visiting scholar at the Instrumentation, Control and Embedded System (ICES) research group, School of Engineering and Digital Arts, University of Kent, Canterbury, United Kingdom in October-November 2011, a research fellow at Department of Control and Computer Engineering, Polytechnic University of Turin, Italy in 2010 and 2011 and a visiting researcher in Shinoda Lab, Tokyo Institute of Technology, Japan in 2009. Nazrul and his team at InESys, UGM were awarded one of the top 10 posters in the Artificial intelligence Innovation Summit (AIIS) 2021. Nazrul was a member of International Speech Communication Association (ISCA) during 2004-2006. He is the member of Indonesian Association of Pattern recognition, Indonesian Society for Soft Computing, Indonesian Artificial Intelligence Society, Continental Automated Buildings Association (CABA), International building performance simulation association (IBPSA), International Association for Pattern Recognition (IAPR), International Association of Engineers (IAENG), and Institution of Engineers Indonesia (Persatuan Insinyur Indonesia, PII). He chaired the conference on Applied Science for TECHnology inNOVAtion (ASTECHNOVA) 2012 and the 2014 workshop of Indonesian Society of Engineering Physics. He served as a reviewer of ASTECHNOVA 2009, ASTECHNOVA 2014, ICITEE 2014 – The 6th International Conference on Information Technology and Electrical Engineering and The 4th International Conference on Instrumentation, Control and Automation 2016 (ICA 2016). He is serving as a reviewer of ASEAN Journal of Chemical
Engineering, the journal of engineering forum (Forum Teknik), the Science and Technology Journal (IPTEK), and AGRITECH (Jurnal Teknologi Pertanian).

His research interests include artificial intelligences, Internet of Things (IoT), instrumentation, measurements, control, speech processing and recognition, pattern recognition, and their applications such as in green building, nuclear reactor etc. Besides Engineering, he is also interested to study about medicine, psychology and management.

He became the the HSE and facility manger at Department of Nuclear Engineering and Engineering Physics, Faculty of Engineering, Universitas Gadjah Mada (2016-2019)head of Computing Laboratory at Department of Nuclear Engineering and Engineering Physics, Faculty of Engineering, Universitas Gadjah Mada (2016-2019), the manager of student affairs, research and community service, Faculty of Engineering, Universitas Gadjah Mada(July 2014 - Jan 2016), the chairman of Engineering Physics Study Program, Department of Engineering Physics, Faculty of Engineering, Universitas Gadjah Mada(2007-2010), the chairman of ICT team, Department of Engineering Physics, Faculty of Engineering, Universitas Gadjah Mada(2008-2010), the chairman of procurement team, Department of Engineering Physics, Faculty of Engineering, Universitas Gadjah Mada(2008-2009, 2012-2014), the leader ('lurah') of Indonesian community in Japan International Cooperation Agency (JICA) - Tokyo International Center (TIC) (Dec 2005-July 2006), and the president of Indonesian Moslem Society in Thailand (Feb 2004-May 2005).

He is the Author of "Engineering Mathematics I" (2013, in Indonesian) and the Co-author of "Computer Graphics using Borland C++ Builder Professional" (Grafika Komputer dengan Borland C++ Builder Professional) (Graha Ilmu, 2010) (in Indonesian).

Here is his complete CV (CV in Indonesian)


Department of Nuclear Engineering and Engineering Physics, Faculty of Engineering
Universitas Gadjah Mada
Jl. Grafika 2, Jogjakarta, Indonesia


Timur Kompleks Pertamina, Jl Kemundung, Gg H. Anang Atjil No 34 A, Karangmojo, RT 5/ RW 3, Purwomartani, Kalasan, Sleman

Jogjakarta, Indonesia
Postcode : 55571
Email: nazrul AT ugm dot ac dot id (non-standard form used to prevent spam)
Telephone: Office +62-274-580882




  1. Sentagi Sesotya Utami, Faridah, Laksana Gema Perdamaian, Rachmawan Budiarto, Fiki Rahmatika Salis, Ressy Jaya Yanti, M. Kholid Ridwan, Dian Dianti Avoressi, Randy Frans Fela, Dwi Joko Suroso, Nazrul Effendy, Yakub Fahim Luckyarno, 2021, Menuju bangunan zero energy di Indonesia, UGM Press.
  2. Nazrul Effendy and Vani Sugiyono, Matematika Teknik I, Caps Publishing, Yogyakarta, 2013
  3. Syifaun Nafisah and Nazrul Effendy, Grafika Komputer dengan Borland C++ Builder Professional, Graha Ilmu, Yogyakarta, 2003 dan 2010

International Journal:

  1. Vandy Achmad Yulianto, Nazrul Effendy, Agus Arif, (in press), Finger Vein Identification Using Capsule Networks with Hyperparameter Tuning, IAES International Journal of Artificial Intelligence (IJ-AI)
  2. Eko David Kurniawan, Nazrul Effendy, Agus Arif, Kenny Dwiantoro, Nidlom Muddin, 2023, Soft Sensor for the Prediction of Oxygen Content in Boiler Flue Gas Using Neural Networks and Extreme Gradient Boosting, Neural Computing and Applications, vol 35, No 1, pp. 345-352,, Scopus, Q1, SJR 2021: 1,07, IF 2021: 5,102, Springer, view only version
  3. Dana Fatadilla Rabba, Awang N.I. Wardana, Nazrul Effendy, 2022, Intermittent Oscillation Diagnosis in a Control Loop Using Extreme Gradient BoostingJurnal Nasional Teknik Elektro, vol 11, No. 3. pp. 164-171, pdf, pdf2Sinta 2, indexed by Copernicus, DOAJ
  4. Nazrul Effendy, Eko David Kurniawan, Kenny Dwiantoro, Agus Arif, Nidlom Muddin, 2022, The Prediction of Oxygen Content of the Flue Gas in a Gas-Fired Boiler System Using Neural Networks and Random Forest, IAES International Journal of Artificial Intelligence (IJ-AI), vol 11, No 3, pp. 923-929,, Scopus, Q3, SJR 2021: 0,35, pdf
  5. Nazrul Effendy, Didi Ruhyadi, Rizky Pratama, Dana Fatadilla Rabba, Ananda Fathunnisa Aulia, Anugrah Yuwan Atmadja, 2022, Forest quality assessment based on bird sound recognition using convolutional neural networksInternational Journal of Electrical and Computer Engineering (IJECE), vol 12, No 4, pp. 4235-4242,, Scopus Q2 (SJR 2021 = 0.38), pdf
  6. Shafanda Nabil Sembodo, Nazrul Effendy, Kenny Dwiantoro, Nidlom Muddin, 2022, Radial basis network estimator of oxygen content in the flue gas of debutanizer reboiler,  International Journal of Electrical and Computer Engineering (IJECE), vol 12, No 3, pp. 3044–3050,, Scopus Q2 (SJR 2021 = 0.38), pdf
  7. Syifaun Nafisah, Nazrul Effendy, Voice Biometric System: The Identification of the Severity of Cerebral Palsy using Mel-Frequencies Stochastics Approach, International Journal of Integrated Engineering, vol. 11, No. 3, 2019, Scopus, Q3, SJR 2020:0,22
  8. Y.S. Pradana, Y. Kusumastuti, F.N. Rahma, N. Effendy, 2017, Chitosan flocculation-sedimentation for harvesting selected microalgae species grown in monoculture and mixed cultures, Chemical Engineering Transactions, Vol. 56, pp. 1549-1554 (cited by 20 (Google scholar), 16 (Scopus)), Scopus, Q2, SJR 2016: 0,345, Q3, SJR 2020: 0,27
  9. Nazrul Effendy, Koichi Shinoda, Sadaoki Furui, Somchai Jitapunkul, 2009, Automatic Recognition of Indonesian Declarative Questions and Statements Using Polynomial Coefficients of the Pitch Contours, Acoustical Science and Technology, Vol 30, No 4, pp. 249-256, Scopus, Q2 SJR 2008: 0,394, Q3 SJR 2021: 0.3, pdf 

National Journal:

  1. Syifaun Nafisah, Nazul Effendy, (in press), Pengembangan Model Berbasis Ordinary Least Square untuk Prediksi Pengaruh Usabilitas Aplikasi iPusnas Terhadap Loyalitas Penggunanya, AITI-Jurnal Teknologi Informasi, accredited Sinta 3
  2. Nukman Tsaqib Tsanya, A.N.I. Wardana, Nazrul Effendy, 2022, Deteksi Osilasi Kontrol Proses Industri dengan Menggunakan Jaringan Saraf Tiruan - Review, Jurnal EECCIS 16 (3): 71-78, pdf, pdf2, accredited Sinta 4
  3. Fajar Sidik Permana, Nazrul Effendy, Awang N.I. Wardana, 2021, Perancangan dan identifikasi kendali PID pada aliran hidrogen sumber ion siklotron DECY 13, Ganendra Majalah Iptek Nuklir 24 (2): 59-66 (accredited Sinta 2)
  4. TC Wardaya, ANI Wardana, Nazrul Effendy, 2021, Implementasi Metode Deteksi Friksi Statik pada Katup Kontrol menggunakan Pencocokan Elips pada Standar IEC 61499, Jurnal Otomasi, Kontrol, dan Instrumentasi, Vol 13, No 1, pp. 15-26, accredited Sinta 4
  5. RMAB Satria, ANI Wardana, Nazrul Effendy, 2020, Pengaruh Penggunaan Pemancar-penerima pada Controller Area Network, Jurnal Nasional Teknik Elektro, Vol 9, No 2, pp. 108–115, Sinta 2
  6. Dirga Eka Putra Lebukan, Awang Noor Indra Wardana, Nazrul Effendy, 2019, Pengembangan Blok Fungsi Kendali PI-Fuzi pada IEC 61499, Jurnal Teknik Elektro, Vol 11, No. 1, pp. 16-25, Sinta 2
  7. Muhammad Agha, Sihana Sihana, Nazrul Effendy, 2013, Kajian Ilmiah Penyetelan Ulang Parameter Sistem Proteksi Turbin Unit 2 di Star Energy Geothermal Ltd., TeknoFisika, Vol 2, No 3, pp. 75-82, pdf
  8. Sri Sadono, Sihana Sihana, Nazrul Effendy, 2013, Identifikasi Sistem Governor Control Valve Dalam Menjaga Kestabilan Putaran Turbin Uap PLTP Wayang Windu Unit 1, TeknoFisika, Vol 2, No 3, pp. 83-90, pdf
  9. Faridah, and Nazrul Effendy, Pengenalan Pola Gerak Bibir Dalam Pengucapan Fonem Vokal Bahasa Indonesia, Jurnal Tekno Fisika, September 2012, vol. 1, No.2, pp 1-5, ISSN: 2089-7154 pdf, repository
  10. Nazrul Effendy, Faridah, I Nyoman Kusuma Wardana, Esti Puspitaningrum, A novel Indonesian intonation recognition system using binary matrix conversion of the pitch contour, Jurnal Penelitian dan Pengembangan TELEKOMUNIKASI, June 2008, vol. 13, No.1, hal 1-5, ISSN: 1410-7066
  11. Nazrul Effendy, Adnan Syarafi, Arditya Yulinggar, dan I Nyoman Kusuma Wardana, the aplication of fuzzy logic controller on the photovoltaic panel of the sun tracking system, Media Teknik, Edisi Mei 2008
  12. Nazrul Effendy, Singgih Hawibowo, Balza Achmad, Optimasi jaringan syaraf tiruan untuk kendali daya reaktor riset kartini dengan model referensi linier, 2001, Media Teknik, Edisi Februari 2001 pdf

International Conference:

  1. Rachmawan Budiarto, Nazrul Effendy, Fitrotun Aliyah, Dwi Novitasari, I A Mubarok, R K Arruzi, Z A Fikriyadi, T P Handayani and H H Adudu, 2021, Vocational high school as a part of Indonesian photovoltaics supply chain, IOP Conf. Ser.: Earth Environ. Sci. 926 012026, pdf1, pdf2Scopus, SJR 2020 = 0,18
  2. Lebukan, D.E.P., Wardana, A.N.I., Nazrul Effendy, Implementation of Plant-Wide PI-Fuzzy Controller in Tennessee Eastman Process, Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019, 2019, pp. 450–454, 8884301
  3. Boby Aulia Permana, Awang N.I. Wardana, Nazrul Effendy, Implementation of event-driven fast fourier transform based on IEC 61499, Proceedings - 2019 5th International Conference on Science and Technology, ICST 2019, 2019, 9166414
  4. Dita Anggraini, Nazrul Effendy, MI Al Hafiz, DO Luviano, 2018, Research and Development of a Power Monitoring System for the Sustainable Energy Management System Implementation at Green School, Bali, Indonesia, E3S Web of Conferences 43 (keywords: ubidots, ESP8266, Internet of Things, power monitoring), pdf
  5. Galvani, R.Y., Effendy, N., Kusumawanto, A., Evaluating weight priority on green building using fuzzy AHP, Proceedings - 12th SEATUC Symposium, SEATUC 2018, 2018 
  6. Nazrul Effendy, Nur Chalim Wachidah, Balza Achmad, Prasojo Jiwandono, Muhammad Subekti, Power estimation of G.A. Siwabessy Multi-Purpose Reactor at start-up condition using artificial neural network with input variation, Proceedings of 2016 2nd International Conference on Science and Technology-Computer (ICST), 2016
  7. Abdurrachman Mappuji, Nazrul Effendy, Muhamad Mustaghfirin, Fandy Sondok, Rara Priska Yuniar, Sheptiani Putri Pangesti, 2016, Study of Raspberry Pi 2 Quad-core Cortex A7 CPU Cluster as a Mini Supercomputer, International Conference on Information Technology and Electrical Engineering, (cited by 17 (Google scholar), 11 (Scopus)
  8. Gustavo Belforte, Erik L. J. Bohez, Nazrul Effendy, 2011, Optimal identification of multidimensional polynomials describing systematic errors in CNC machines, proceedings of the 21st International Conference on Production Research, vol. 3, pp. 1964-1970, July 31 – August 4, 2011, Stuttgart, Germany
  9. Nazrul Effendy and Jitapunkul, S. Improvement of the Indonesian Intonation recognizer based on Fujisaki Model, proceeding of AUN/SEED Net Field-wise seminar, Chulalongkorn, 2006
  10. Nazrul Effendy, Maneenoi, E., Charnvivit, P., Jitapunkul, S., Intonation Recognition for Indonesian Speech Based on Fujisaki Model, proceeding of International Conference on Spoken Languange Processing (Interspeech 2004), p. 2973-2976, Jeju Island, Korea, 2004, ISSN: 1225-441x, pdf1, pdf2

National Conference:

  1. RY Galvani, Nazrul Effendy, A Kusumawanto, 2017, Sistem Pendukung Keputusan Tentang Konservasi Energi dan Air pada Bangunan Gedung Pemerintahan, Prosiding Simposium Nasional Rekayasa Aplikasi Dan Perancangan Industri (RAPI) XVI TAHUN 2017, ISSN: 1412-9612, pdf
  2. Nazrul Effendy, Sigit Wibowo Basuki, 2014, Analisis Penggunaan Energi Dan Pengendalian AC Pada Ruang Inap Pasien Di Rumah Sakit Untuk Mencapai Keseimbangan Antara Kebutuhan Efisiensi Energi Dan Kenyamanan Pasien, prosiding Annual Engineering Seminar 2014, ISBN/ISSN: 978-602-98726-3-7, pdf
  3. Hanafi Ali, Nazrul Effendy, and Rachmawan Budiarto, Rancang bangun sistem pengukuran putaran sudu turbin dan perekam data berbasis mikrokontroler AVR ATMega16 pada turbin angin di Pantai Baru, Ngentak, Bantul, proceeding of the conference on Applied Science for TECHnology inNOVAtion (Astechnova) 2012, Yogyakarta, November 22, 2012, ISSN : 2086-0005, pdf2
  4. Nazrul Effendy, Masrul Solichin, Teuku Lukman Nur Hakim, Faisal Budiman, 2009, Pengendalian proses evaporasi pada pabrik urea menggunakan kendali jaringan saraf tiruan, prosiding Seminar Nasional Informatika 2009 (semnasIF 2009), D 43-49, pdf
  5. Nazrul Effendy, Rifqi Imanto, Ayodya P Tenggara, 2008, Deteksi pornografi pada citra digital menggunakan pengolahan citra dan jaringan syaraf tiruan, proceedings of National Conference on the Information Technology Research (SRITI) 2008, ISSN 1907-3526, pdf
  6. Nazrul Effendy, Singgih I Kurniawan, Intan Putri K, Nor Agny Susetyo Utami, 2008, Peredaman osilasi getaran pada suatu sistem dengan pemodelan pegas-damper menggunakan kendali logika fuzzy, Prosiding Seminar Nasional Informatika (SEMNASIF)
  7. Nazrul Effendy, Subagja Subagja, Amir Faisal, 2008, Prediksi penyakit jantung koroner (PJK) berdasarkan faktor risiko menggunakan jaringan syaraf tiruan backpropagation, prosiding Seminar Nasional Aplikasi Teknologi Informasi (SNATI) 2008, Vol 1, No 1, pp. E 19-24, pdf
  8. Nazrul Effendy, Adnan Syarafi Ashfahani, Arditya Yulinggar, and I Nyoman K.Wardana, Aplikasi Kontrol Logika Fuzzy Pada Sistem Tracking Matahari ( Sun Tracking System ) Panel Photovoltaic, in Seminar Nasional Aplikasi Teknologi Informasi (SNATI), 2008, vol. 1, no. 1, pp. G27–G32, pdf1, pdf2
  9. I Nyoman K Wardana, Alfa Antariksa, Nazrul Effendy, 2008, Perancangan Sistem Pakar untuk Diagnosa Penyakit Mulut dan Gigi Menggunakan Bahasa Pemrograman Clips, prosiding Seminar Nasional Aplikasi Teknologi Informasi (SNATI) 2008, vol 1 No 1, pp. E 57-60, pdf
  10. Nazrul Effendy, Febry Wikatmono, M. Haekal Hasan, Nandan Suteresna, Implementasi dan perancangan sistem pakar untuk diagnosa penyakit mata pada manusia berbasis pemrograman Clips, in  prosiding Seminar Nasional Informatika 2008 (semnasIF 2008), 24 Mei 2008
  11. Nafisah, S., and Effendy, N., Implementasi Sistem Pakar dalam Bidang Farmakologi dan Terapi Sebagai Pendukung Pengambilan Keputusan berbasis Web, Proceedings of SNIKTI (National Conference on Kecerdasan Komputasional) II, 2001

Daftar publikasi yang mensitasi publikasi InESys UGM:

Scopus, Google Scholar, WoSSinta, Sinta Rank in Affiliation, ResearchGate, Semantic Scholar, Garuda

Last modified: Jan 20, 2023