A control strategy for hybrid energy source in backbone base transceiver station using artificial neural network: a case study of Penajam, Indonesia

Widjonarko, Widjonarko and Avian, Cries and Utomo, Satrio Budi and Setiawan, Andi and Rudiyanto, Bayu (2020) A control strategy for hybrid energy source in backbone base transceiver station using artificial neural network: a case study of Penajam, Indonesia. International Journal of Energy and Environmental Engineering. pp. 405-416. ISSN 2008-9163

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Abstract

Base transceiver station (BTS) is vital infrastructure in cellular communication. Without BTS, of course, communicationcannot occur between cellular network users. Moreover, BTS is a BTS backbone that is a link between BTS. One of theproblems with the BTS backbone is that energy sources. Without adequate energy for 24 h, of course, the supply of BTScannot work. This is a problem in the BTS backbone located in Penajam, Indonesia. Therefore, it is necessary to regulateenergy sources using the concept of hybrid energy sources (HES). In this study, the authors simulate the concept of HES bysetting the energy source following the real site condition. The energy sources are the grid, diesel generators, and batteries.The control strategy is based on several policies that have been determined by the BTS operators. Due to the complexityof the rules, the strategy is realized into a binary rule. The binary rule is trained into a black box controller in an artifcialneural network (ANN) to simplify the control system. From the simulation results obtained, the control system can stabilizeenergy distribution well, and there was an overshoot of 8.3% of the nominal value of the bus when switching switches tothe diesel generator.

Item Type: Article
Subjects: 410 - Rumpun Ilmu Teknik > 430 - Ilmu Keteknikan Industri > 443 - Teknik Enerji
Divisions: Kepegawaian
Depositing User: Bayu Rudiyanto
Date Deposited: 08 Mar 2021 08:57
Last Modified: 08 Apr 2021 22:17
URI: https://sipora.polije.ac.id/id/eprint/45

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