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All Journal PROSIDING SEMINAR NASIONAL MEDIA ELEKTRIKA Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Mechatronics, Electrical Power, and Vehicular Technology Jurnal Teknik ITS IPTEK Journal of Proceedings Series IPTEK The Journal for Technology and Science TELKOMNIKA (Telecommunication Computing Electronics and Control) JUTI: Jurnal Ilmiah Teknologi Informasi Jurnal Ilmiah Kursor Jurnal Teknologi Informasi dan Ilmu Komputer Journal of Electrical Technology UMY SENTIA 2015 Jurnal Intake : Jurnal Penelitian Ilmu Teknik dan Terapan Jurnal Teknologi Elekterika Indonesian Journal of Electrical Engineering and Computer Science JAREE (Journal on Advanced Research in Electrical Engineering) SinarFe7 Sewagati
Imam Robandi
Departemen Teknik Elektro, Fakultas Teknologi Elektro, Institut Teknologi Sepuluh Nopember
Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Education Electrical & Electronics Engineering Energy Engineering Languange, Linguistic, Communication & Media Library & Information Science Mechanical Engineering Public Health Social Sciences Other

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Journal : Journal of Electrical Technology UMY

 1 
Membership Function Optimization of Fuzzy Inference System Using Cuckoo Search Algorithm for Peak Load Forecasting in National Holiday Andi Imran; Imam Robandi; Firdaus Firdaus; Ruslan Ruslan; Muhammad Yusuf Mappeasse; Muhammad Ruswandi Djalal
Journal of Electrical Technology UMY Vol 5, No 2 (2021): December
Publisher : Universitas Muhammadiyah Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18196/jet.v5i2.12889

Abstract

This study aims to analysis peak load prediction of Indonesian national holidays for Jawa-Bali electricity system. Forecasting applied using the Fuzzy Logic System (FLS) method combined with the Cuckoo Search Algorithm (CSA). CSA is used to determine the optimal membership function in fuzzy logic. Cuckoo search algorithm has a very good performance in terms of optimization. This method is applied for short-term load estimates on holidays/special days on the Jawa-Bali electricity system, Indonesia. The study used data from daily peak loads during Indonesian national holidays in 2014 on the Jawa-Bali electricity system. The data analyzed is the daily peak load documentation data for 4 days before national holidays and during national holidays in 2014. Testing the simulation results, it was found that the Fuzzy Logic System - Cuckoo Search Algorithm (FLS-CSA) method gives good forecasting results, this is evidenced by using the mean absolute percentage error (MAPE). Forecasting results using the Cuckoo Search Algorithm (CSA) optimization method on fuzzy logic membership functions for peak loads on national holidays on the Java-Bali 500kV electrical system give satisfactory results with an average forecasting error of 1.511314562%.
Co-Authors Abraham, Richard Adi Soeprijanto Afdhal, Muhammad Afif Nur Wahyudi Agus Dharma Ahmad Zakaria Hizbullah Akbar Swandaru Aksan, Ahmad Al Irsad, Muhammad Afif Al-Furqan, Muhammad Alfredo Gusmao Ali Musyafa Almas Prakasa, Mohamad Andi Imran Angga Prasetya Ardiansya Samsul, Vito Ardyono Priyadi Atiqah Hilmy Raditya Aulia, Dzacky Aulia, Gustav Bedy Kharisma Benny Prastikha Hadhi Budisantoso Wirjodirdjo Candra Riawan, Dedet Darmansyah Darmansyah Dedet Candra Riawan Dewi Anugrah Rizqi Dian, Faizal Dwi Ajiatmo Dwi Ajiatmo Dwi Ajiatmo Dwi Ajiatmo Dwi Didit Prasetiyo Dwi Lastomo Dwi Syahimullah, Akzar Eko Mulyanto Yuniarno Elza Dwi Rachmayanti Ervina Nooraini Fachrudin Hunaini Faisal Faisal Farid Dwi Murdianto Fayyad, Moh Firdaus Firdaus Furqoan, Muhammad Ghazi, Argon Luthfan Gita Dwipermata Sari Haque, Gabriel Harus Laksana Guntur Heri Suryoatmojo Herlambang Setiadi Heryanto Hartra M M Heryanto Hartra M M Hidayat, Muh. Taufik Imam Hidayatul Nurohmah Himawari, Waseda I Made Yulistya Negara I Nyoman Adi Putra Imam, Muhammad Taufik Imron, Khafit Irfan Rashidi Irsad, Muh. Afif Al Jelang Ramadhan, Muhammad Kumala, Arimbi Machrus Ali Mahdiah, Hakimah Mallarangeng, Andi Mauridhi Hery Purnomo Mochamad Ashari Mohamad Almas Prakasa Muchyiddin, Muhammad Imam Muhammad Kurniawan Muhammad Ruswandi Djalal Muhammad Siddiq Basid Muhammad Taufiq Ramadhan Muhammad Yusuf Mappeasse Mursid, Muhammad Musrady Mulyadi Musrifinah, Musrifinah Natha, Kanidra Nur Atiqah Rianty Sari Nyoman Sutantra Ontoseno Penangsang Ontoseno Penangsang Prakasa, Mohamad Almas Pujiantara, Margo R. Dwi Cahyo Ramadhani, Akhmad Ramadoni Syahputra Ridho, Hasan Rodhi Kelvianto Rony Seto Wibowo Saputra, Reki Aji Satria, Moch. Adri SATRIYAS ILYAS Seno Aji Seno Aji Serpian, Serpian Sidaryanto Sidaryanto Sjamsjul Anam Soedibyo Soedibyo Soedibyo Soedibyo Sudaryono, M Suharto Suharto Tazkiyatunnisa, Tazkiyatunnisa Teguh Yuwono Usman Usman Vita Lystianingrum Wendy Kurniawan Kautsar Yose Rizal Yose Rizal Zahir, Ahmad Zainal Abidin Zaky Khalik, Fuad