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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) International Journal of Advances in Applied Sciences International Journal of Evaluation and Research in Education (IJERE) Tekno : Jurnal Teknologi Elektro dan Kejuruan Jurnal Pendidikan Vokasi Jurnal Edukasi Elektro Jurnal Pendidikan Teknologi dan Kejuruan Bulletin of Electrical Engineering and Informatics Journal of Education and Learning (EduLearn) Jurnal Teknologi Pendidikan Jurnal Pendidikan dan Pemberdayaan Masyarakat Jurnal Pembelajaran Fisika Jurnal Informatika dan Teknik Elektro Terapan ELINVO (Electronics, Informatics, and Vocational Education) Emitor: Jurnal Teknik Elektro JUPITER (Jurnal Pendidikan Teknik Elektro) VOLT : Jurnal Ilmiah Pendidikan Teknik Elektro INTECOMS: Journal of Information Technology and Computer Science SENTIA 2016 Journal on Education Building of Informatics, Technology and Science Journal of Vocational Education Studies Indonesian Journal of Electrical Engineering and Computer Science JPTE: Jurnal Pendidikan Teknik Elektro International Journal of Engineering, Science and Information Technology Teknika Jurnal Teknik Mesin, Industri, Elektro dan Informatika Jurnal Sadewa: Publikasi Ilmu Pendidikan, Pembelajaran dan Ilmu Sosial Jurnal Sains dan Teknologi Jurnal Pengabdian Dinamika Jupiter: Publikasi Ilmu Keteknikan Industri, Teknik Elektro dan Informatika Venus: Jurnal Publikasi Rumpun Ilmu Teknik
Mustofa Abi Hamid
Universitas Sultan Ageng Tirtayasa
Aerospace Engineering Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Journal : Bulletin of Electrical Engineering and Informatics

 1 
Laboratory prediction energy control system based on artificial intelligence network Desmira Desmira; Norazhar Abu Bakar; Mohd Ruzaini Hashim; Romi Wiryadinata; Mustofa Abi Hamid
Bulletin of Electrical Engineering and Informatics Vol 11, No 3: June 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v11i3.1821

Abstract

The use of electrical energy increases globally every year. The laboratory prediction energy control system (LPECS) predicted energy demand. This research was conducted in the Electrical Engineering Vocational Education laboratory by comparing the artificial neural fuzzy system (ANFIS) with the fuzzy logic. The comparison of methods aimed to determine their reliability in the energy demand prediction systems. The results showed that the minimum value of the target data using the conventional method (actual data) was 44.42%. Meanwhile, the prediction data using the ANFIS method was 44.33%, and the prediction data using the fuzzy method was 59.31%. The maximum value of the conventional ways (actual data) of ANFIS and fuzzy was similar by 77.59%. The RMSE ANFIS value was 0.1355%, the mean absolute percentage error (MAPE) was 0.2791%, and the fuzzy logic was 0.1986%. Thus, the ANFIS is applicable to determine the minimum and maximum values. Meanwhile, fuzzy can only show the maximum value but cannot reach the minimum value properly.
Co-Authors Abdurrahman, A. Affero Ismail, Affero Ag. Bambang Setiyadi Agustin, Widya Dwi Akhinov, Ihsan Auditia Alamsyah Alamsyah Alif Kautsar Ambiyar, Ambiyar Anggraeni, Destri Apriliano Chandra Diva Aula Rizqiyana Bakar, Norazhar Abu D. Desmira Darmawan, Ilham Akbar Dedi Setiawan Desmira Desmira Desmira Desmira, Desmira Desmira, D. Didik Aribowo Didik Aribowo Didik Aribowo Didik Aribowo Didik Aribowo Didik Aribowo Dimas Aditama Djejen Nahrowi Doni Oktaviana Edy Supriyadi Een Yayah Haenilah Endi Permata Endi Permata Endi Permata Endi Permata Fadli, Radinal Fatkhurrohman, M. Fera Puspitasari Fredy Kusuma Nugraha Gunadi Gunadi Hakiki, Muhammad Hani Subakti Hardiansyah, Rudi Hartati Hartati Hijroh Tamamil Gina I Dewa Putu Nyeneng Ilham Effendy Indra Mutiara, Indra Irwan Syah Irwanto Irwanto Juanda Mitra Situmeang Kassymova, Gulzhaina K. Lely Yuliawati Lely Yuliawati M. Ashof Azria Azka M. Sukarno M.Fatkhurokhman M.Fatkhurokhman Maman Hidayaturrohman Marcel Ade Satria Martias Martias Martias, M. Mochamad Bruri Triyono Mohammad Fatkhurrokhman Mohammad Fatkhurrokhman Mohd Ruzaini Hashim Muhammad Amir Baihaqi Muhammad Nurtanto Muhammad Reza Nugraha Mulyono, Raden Sugeng Munandar, Tb. Ai Nahrowi, Djejen Norazhar Abu Bakar Norazhar Abu Bakar Noviawati, Lilis NUR KHOLIFAH Nur Kholifah Nurhasan Syah Nurlaksana Eko Rusminto Nuur Wachid Abdul Majid Okky Sudirman Permata, Endi Pertiwi, Devi Puji Pangestu Purwanti, Bernadeta Siti Rahayu Putu Sudira Ratna Ekawati Rian Raina Pertiwi Rini Anggraini, Rini Risma Margaretha Sinaga Rizqillah, Muhamad Aqil romi wiryadinata Septyanto, Kukuh Siswantoyo Subramaniam, Tamil Selvan Sunardi Sunardi Tarkul Hammi Taufik Alfiansyah Tiyas Abror Huda Triani Wahyuningsih Undang Rosidin Wahyuni, Arum Widya Dwi Agustin Yasmiri Yasmiri Yasmiri, Yasmiri