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All Journal REKA ELKOMIKA: Jurnal Pengabdian kepada Masyarakat Formosa Journal of Science and Technology (FJST) Indonesian Journal of Contemporary Multidisciplinary Research ARMADA : Jurnal Penelitian Multidisiplin Innovative: Journal Of Social Science Research Indonesian Journal of Advanced Research (IJAR) Euclid Asian Journal of Applied Education MARAS : Jurnal Penelitian Multidisplin
Gumgum Darmawan
Universitas Padjadjaran
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Journal : Asian Journal of Applied Education

 1 
Forecasting Electricity Sales Using the Artificial Neural Network Backpropagation Method Yosi Febria Utami; Gumgum Darmawan; Resa Septiani Pontoh
Asian Journal of Applied Education (AJAE) Vol. 2 No. 4 (2023): October 2023
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/ajae.v2i4.6589

Abstract

PT PLN operates in the field of providing electrical energy and one of its goals is to meet consumer needs for electrical energy now and in the future, as well as PLN UID West Java. The initial step is to estimate how much electricity will be sold in the future. For this reason, electricity sales forecasting is carried out which can be taken into consideration by PLN UID West Java in making decisions. This research uses monthly electricity sales data in West Java for the last ten years. This data is not linear and not stationary, so an alternative method is used, namely Artificial Neural Network Backpropagation. Forecasting produces the best network architecture 12-7-1 with a MAPE of 2.965%. This architectural model is used to forecast electricity sales in West Java until August 2024.
Co-Authors Achmad Bachrudin Aisha Kusuma Putri Anindya Apriliyanti Pravitasari Aulia Rahman Al Madan Ayu Indriani Ayu Sangrila Azka Larissa Rahayu Budhi Handoko Dhanti Aurilia Pratiwi Dila Fitriani Azuri Ery Sadewo Fajar Indrayatna Farhan Bagus Prakoso Fariza Alamanda Putri Hani Nurhapilah I Gede Nyoman Mindra Jaya Intan Nurma Yulita Janatin Janatin Laila Budianti Muhammad Faizal Akbar Muhammad Rhafi Ahdian Muhammad Yasyfi Avicenna Mulya Nurmansyah Ardisasmita Najma Rafifah Putri Syallya Neneng Sunengsih Nuzila Ismatilah Pian Widianingsih Qurnia Amanah Dwiadi Resa Septiani Pontoh Sandrina Najwa Shabira Aliya Auliyazhafira Sri Winarni Theresia Samaria Nauli Tri Wulanda Fitri Triyani Hendrawati Wanda Alifia Widi Wildani Alfarisi Yosi Febria Utami Yuyun Hidayat Zhafira Haura