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All Journal Elkom: Jurnal Elektronika dan Komputer Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Jurnal Pekommas JUITA : Jurnal Informatika Scientific Journal of Informatics Proceeding SENDI_U Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JOURNAL OF APPLIED INFORMATICS AND COMPUTING JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Prosiding Semhavok Journal of Innovation Information Technology and Application (JINITA) Journal of Informatics, Information System, Software Engineering and Applications (INISTA) Jurnal Kajian Ilmiah Jurnal ABDIMAS (Pengabdian kepada Masyarakat) UBJ Jurnal Ilmiah IT CIDA : Diseminasi Teknologi Informasi Jurnal Ilmiah Teknik Mesin, Elektro dan Komputer (JURITEK) DEVOTE: Jurnal Pengabdian Masyarakat Global Indo Green Journal Jurnal INFOTEL Dedikasi: Jurnal Pengabdian Pendidikan dan Teknologi Masyarakat Indonesian Journal of Innovation Science and Knowledge E-Amal: Jurnal Pengabdian Kepada Masyarakat Journal Pesona Indonesia Dedikasi: Jurnal Pengabdian Pendidikan dan Teknologi Masyarakat Indo Green Journal JUILMU
Tri Ginanjar Laksana
Institut Teknologi Telkom Purwokerto
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Journal : Scientific Journal of Informatics

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Combination of Backpropagation Neural Network and Particle Swarm Optimization for Water Production Prediction in Municipal Waterworks Agustyawan, Arif; Laksana, Tri Ginanjar; Athiyah, Ummi
Scientific Journal of Informatics Vol 9, No 1 (2022): May 2022
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v9i1.29849

Abstract

Abstract.Purpose: As the population grows, the need for clean water also increases. Municipal Waterworks (PDAM) is an institution that regulates and manages the procurement of clean water for the community. So, the amount of water produced and distributed should be adjusted to the demand for water. Predictions on PDAM water production need to be done as planning and better preparation and facilitating and assisting in decision-making.Methods: The study used the Neural Network backpropagation algorithm combined with Particle Swarm Optimization (PSO) to predict the amount of water PDAM should produce. Backpropagation has a good ability to make predictions. But backpropagation has a weakness that causes it to get stuck at a local minimum. This is influenced by the determination of weights that are not optimal. In this study, PSO had a role in optimizing error values on the network to gain optimal weight. Result: This study obtained MSE values in the training and testing process of 0.00179 and 0.00081 from the combination model of backpropagation ANN and PSO. It is smaller than the ANN model without using an optimization algorithm.Novelty: The combination of JST backpropagation and PSO can improve predictions' accuracy and produce optimum weights.
Co-Authors Adam Rifais Ade Rahmat Iskandar Afandi Nur Aziz Thohari Agripina, Ailsa Agustyawan, Arif Ahmad, Wan Nooraishya Wan Akbar Fadhillah, Maulana Amalia Beladinna Arifa Andi Setiawan Apri Junaidi Arimbi Dwimita Putri, Devina Aryanto, Didit Aulya Yunitasari, Dwi Azhar, Mochammad Fikry Maulana Bodhi Waluyo Swarna Jakti Budi, Rifky Kurniawan Setya Chandra, Winoto Condro Kartiko Deni Prasetyo, Deni Dian Nurdiansyah Dwi Nugroho, Alfian Ekantoro, Julyanto Elisa Sriyulia Enny Istanti Faqih, Abdul Haris Fauzan Firaus, Azka Fauziah, Nina Syifa Febriati, Atik Iwan Abadi JUBAEDAH JUBAEDAH, JUBAEDAH Jubaedah, Jubaedah Kurnia Budiawan, Nadjib Kurnia, Dian Ade Kurnia, Dian Ade Martin Parhusip Maulana Syahputra, Aditya Maulana Wibowo, Ariel Maulana, Nur Muhamad, Pagi Muhammad Zidny Naf'an Nabila, Farah Nada Kusnendar, Ahmad Nansa Anwar, Ulis Nia Annisa Ferani Tanjung Nila Aulia Musa Nining, Sri Novanda Alim Setya Nugraha Novandra, Gagas Nur Baitti, Silvi Nuraini, Karina Nuri Annisa Nurun Ala, Hindun Pranoto, Imam Aji Prasetyo, Aditya Budi Prastio, Ivan Pratama, Muhammad Iqbal Pujiono, Krisna Dimas Purnama, Rafi Putri Ilhami, Ginaris Rafika Sari Rahayu, Sintia Rahwi, Muhamad Alif Ramadhan, Alfajri Ramadhani, Rima Dias Rasmila Rasmila, Rasmila Rindu Hafil Muhammadi Rizky, Miftahur Rofi Ariansyah, Muhammad Sabil, Muhamad Sauri, Yayan Sofyan Setiadi, Muhamad Irfan Sheren Afryan Tiastama Simamora, Muhammad Gifari H Sintiya Siti Khomsah, Siti Suarna, Nana Suarna, Nana Sudianto Syahrani, Gina Syaputra, Darmawan Rizky Ummi Athiyah Utama, Rizki Bintang Utama, Rizki Bintang Utami, Annisaa Wibowo, Ariel Maulana Widi Afandi Yanuardi Leksono, Fatur Zakaria, Muhammad Faridzain