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All Journal TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Indonesian Journal of Electrical Engineering and Informatics (IJEEI) International Journal of Smart Grid and Sustainable Energy Technologies JOURNAL OF SCIENCE AND APPLIED ENGINEERING Jurnal Aplikasi Dan Inovasi Ipteks SOLIDITAS Indonesian Journal of Electrical Engineering and Computer Science Jurnal JEETech Journal of Sustainable Technology and Applied Science Journal of Applied Smart Electrical Network and System (JASENS) ALINIER: Journal of Artificial Intelligence & Applications SinarFe7 Makara Journal of Technology JESCEE- Journal of Emerging Supply Chain, Clean Energy, and Process Engineering JASTEN (Jurnal Aplikasi Sains Teknologi Nasional Magnetika: Jurnal Mahasiswa Teknik Elektro
Awan Uji Krismanto
Institut Teknologi Nasional Malang
Aerospace Engineering Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mechanical Engineering Physics Social Sciences Other

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Journal : Bulletin of Electrical Engineering and Informatics

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Adaptive voltage controller based on extreme learning machine for DC-DC boost converter Setiadi, Herlambang; Darmansyah, Darmansyah; Uji Krismanto, Awan; Yusuf Abdillah, Sulthon
Bulletin of Electrical Engineering and Informatics Vol 14, No 5: October 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i5.9647

Abstract

This study presents an adaptive voltage controller for a DC-DC boost converter using the extreme learning machine (ELM) algorithm to address the limitations of conventional control techniques under varying load and reference voltage conditions. The ELM is implemented to predict the optimal parameters of a PI controller (Kp and Ki), enabling real-time adaptability of the system. Simulation results in MATLAB/Simulink demonstrate that the proposed ELM-based proportional-integral controller (PI-ELM) outperforms both traditional PI controllers and those optimized using metaheuristic algorithms. Specifically, the controller achieved a maximum absolute error of only 0.0185 for Kp and 0.0294 for Ki across a range of operating conditions, with corresponding mean squared errors (MSE) of 0.01861 and 0.02798, respectively. These findings confirm the effectiveness of the ELM in enhancing the dynamic response and robustness of boost converter voltage regulation systems.
Co-Authors Abdul Aziz Akbar Siliwangi Abdurrohman Eko Saputra Abidin, Dimas Zainal Abraham Lomi Adrianto Adhi Setyo Nugroho Agung Bagus Putranto Alfian Daniel Toding Among Dwi Wardani, Among Andi Nugroho Andika Tri Firmansyah Apolonio Nuncio Fernandes de Castro Aryuanto Soetedjo Cahyo Edi Wicaksono Calvin, Agape Choirul Saleh Dadang Hermawan DARMANSYAH . Deva Herdiyanto Putra Dhilah Danumerta Subeki Dyah Ayu Girindraswari Efendi, Khorul Fahmi Eko Yohanes Setiawan Eko Yohanes Setyawan Fakhruddin Arrazi Fauzan, Helmi Feri Prasetyo Nugroho Fikram Firdaus Bima Firmansyah Frisca Fitrianingrum Galih Bangga Hafizhul Ayyasi Khairullah Harry Prayogo heldi bafadhal, Heldi Helmi Fauzan Herlambang Setiadi Herlambang Setiadi Herlambang Setiadi Herlambang Setiadi Herri Trilaksana Heru Purbo Waseso Hidayat, Rian Arby Hidayat I Komang Somawirata I Made Wartana Ida Soewarni Ikhwan Romadhoni Iqbal Zajuli, Ahmad Irrine Budi S Irrine Budi Sulistiawati Ketut Agung Agus Jaya Korompis, Kiky Kurniawan Krisna Ardi Nugraha Krisna Ardi Nugraha Kurnia Fandhy Labib, Radimas Putra Davi M. Abd. Hamid Maulana Bayhaqi Maxi Dwi Atmanto Mochamad Ifan Mashudi Mochamad Ifan Mashudi Mochamad Ifan Mashudi Mochamad Yajit Albustomi Muhammad Abdillah Muhammad Abdillah Muhammad Abdillah Muhammad Abdillah Muhammad Davi Labib, Radimas Putra Muhammad Iqbal Muhammad Rafi Ramadhan Liesanto Muhammad Ruswandi Djalal Muhammad Yusuf Yunus Muljanto, Widodo Pudji Musta’al Rahmatullah Ni Putu Agustini Ni Putu Agustini Ni Putu Agustini Nita Indriani Pertiwi Nita Indriani Pertiwi Nova Zainur Rifki Nugroho, Teguh Aryo Praswanto, Djoko Hari Prisma Megantoro Putu Billy Ezra Shaniga Punggawa Rachmad Albi Igam Rachmad Rahmansyah, Aldi Rahmansyah Sandi Buton Siswi Astuti Soeparno Djiwo Sotyohadi Sri Renaningsih Tahta Amrillah Teguh Aryo Nugroho Widodo Pudji Muljanto Wilhan Jechovanda Susant0 Yoga Prasetyo Yohanes Latumahina yohanes moa Yusuf Abdillah, Sulthon Yusuf Ismail Nakhoda Yusuf Ismail Nakhoda Yusuf Ismail Nakhoda