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All Journal International Journal of Power Electronics and Drive Systems (IJPEDS) TELKOMNIKA (Telecommunication Computing Electronics and Control) PROtek : Jurnal Ilmiah Teknik Elektro Journal TEPAT: Teknologi Terapan untuk Pengabdian Masyarakat Jurnal Penelitian Enjiniring Fakultas Teknik Unhas Jurnal Pengabdian UNDIKMA Journal of Applied Data Sciences Mechanical Engineering for Society and Industry
Gunadin, Indar Chaerah
Departemen Teknik Elektro, Fakultas Teknik, Universitas Hasanuddin
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Journal : Journal of Applied Data Sciences

 1 
Modeling and Control of a Based Extreme Learning Machine as Distributed Setpoint for the HEPP Cascade System in a Nickel Processing Plant Sarira, Yayan Iscahyadi; Syafaruddin, Syafaruddin; Gunadin, Indar Chaerah; Utamidewi, Dianti
Journal of Applied Data Sciences Vol 5, No 2: MAY 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i2.211

Abstract

The aim of this research is to model the cascade system of hydropower plants in order to predict the set point power value of each generator. The model simulates several input data variables to obtain an accurate prediction of the set point value. Various historical data are used in this study to evaluate the relationship between input and output variables. This paper presents an Extreme Learning Machine (ELM) method for modeling system models and generating set point values for each generator in a hydroelectric power plant (HEPP) cascade system in a nickel processing plant (NPP). The issue of coordination time between the production and utility departments is addressed. The research aims to use the ELM method to auto-generate setpoint values.  The MATLAB application serves as a simulator for generating the expected Extreme Learning Machine (ELM) model.  As a result, this allows for automatic changes to the set point of each generator in the cascade system. The ELM method yields a MAPE value of 13.94%, indicating accurate predictions.
Co-Authors ., Dewiani ., Wardi ., Yusran A. Ejah Umraeni Salam A.N. Afandi Adi Soeprijanto Adil, Andi Eri Andika Adriyanto, Feri Agus Bambang Siswanto Agus, Muh. Ahmad, Andani Akil, Yusri Syam Al-Fauzi S., Muhammad Faruq Amaliah, Asma Andani Ahmad Andi Nurtrimarini Karim Andini Dani Achmad Andini Dani Achmad, Andini Dani Ansar Suyuti Anshar, Muh Anwarriska Apriana Ardiaty Arief Areni, Intan Sari Arief, Ardiaty Azran Budi Arief Bahtiar, Zity Aida Dewiani Dewiani Eka Qadri Nuranti Faizal Arya Samman Fitriyanti Mayasari Gassing . Hasniaty Hasniaty A Herianto Herianto Herianto Herianto Hizbullah, Muhammad Al Izza Ida Rachmaniar Sahali Ida Rahmaniar Sahali Ikhlas Kitta Ikhlas Kitta Intan Sari Areni Iskandar, M. Fauzan Isminarti, Isminarti M. Fauzan Iskandar Maharani, Putri Ayu Mardhiyyah Rafrin Muh. Abubakar Tunru Muh. Agus Muh. Anshar Muhammad Abdillah Muhammad Al Izza Hizbullah Muhammad Faruq Al-Fauzi S. Muhammad Jibral Agung Muhammad Nizam Muhira Dzar Faraby, Muhira Dzar Mujianto, Agus Naili Suri Intizhami Nappu, Muhammad Bachtiar Nappu, Muhammad Bahtiar NUR FADLIAH BASO Ontoseno Penangsang Palantei, Elyas Palantei, Idris Putra, Mufti Reza Aulia Putri Ayu Maharani Rafrin, Mardhiyyah Salama Manjang Santoso, Henry Probo Sarira, Yayan Iscahyadi Sitti Rahma Yunus Sri Mawar Said Sri Mawar Said Sri Mawar Said Syafaruddin - Syafaruddin Syafaruddin Tajuddin Waris Tunru, Muh. Abubakar Utamidewi, Dianti Yunus, Sitti Rahma Yusran Yusran Yusran Yusran Yusri Syam Akil Yustinus Upa Sombolayuk Zaenab Muslimin Zaenab Muslimin Zaenab Zaenab Zity Aida Bahtiar