Optimal allocation of battery energy storage system using WOA-AIS considering net load issue
Battery storage; Electric batteries; Immune system; Location; Particle swarm optimization (PSO); Artificial Immune System; Duck curve; Loss reduction; Optimal locations; Optimal size; Optimization algorithms; Overall system loss reduction; System loss; Whale optimization algorithm and artificial imm...
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Institute of Electrical and Electronics Engineers Inc.
2023
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my.uniten.dspace-259502023-05-29T17:05:43Z Optimal allocation of battery energy storage system using WOA-AIS considering net load issue Wong L.A. Ramachandaramurthy V.K. 57205119530 6602912020 Battery storage; Electric batteries; Immune system; Location; Particle swarm optimization (PSO); Artificial Immune System; Duck curve; Loss reduction; Optimal locations; Optimal size; Optimization algorithms; Overall system loss reduction; System loss; Whale optimization algorithm and artificial immune system; Curve fitting In this paper, a novel metaheuristic optimization approach is introduced to attain the optimal locations and sizing of the battery energy storage system (BESS), with the intention to reduce the overall system losses in a distribution system. Apart from system losses reduction, the duck curve issue is considered in terms of optimization constraint. The hybrid of whale optimization algorithm and artificial immune system (WOA-AIS) which is effective in handling duck curve constraint is proposed to perform the optimization process. The performance of WOA-AIS is validated with hybridized Particle Swarm Optimization (PSO-AIS) and Firefly Algorithm (FA-AIS). The results displayed the ability of WOA-AIS in attaining the optimal BESS allocations by considering duck curve issue as constraint, where it can be observed that the optimal allocations suggested by WOA-AIS has achieved the highest losses reduction. Meanwhile, it can be concluded that the amount of total BESS energy may not proportionate to the losses reduction attained by each algorithm as the overall system losses had been affected by the location of BESS. � 2021 IEEE. Final 2023-05-29T09:05:43Z 2023-05-29T09:05:43Z 2021 Conference Paper 10.1109/ICECCME52200.2021.9590911 2-s2.0-85119426643 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85119426643&doi=10.1109%2fICECCME52200.2021.9590911&partnerID=40&md5=ecab15acd61b1a613b23d58e34cc06f7 https://irepository.uniten.edu.my/handle/123456789/25950 Institute of Electrical and Electronics Engineers Inc. Scopus |
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| description |
Battery storage; Electric batteries; Immune system; Location; Particle swarm optimization (PSO); Artificial Immune System; Duck curve; Loss reduction; Optimal locations; Optimal size; Optimization algorithms; Overall system loss reduction; System loss; Whale optimization algorithm and artificial immune system; Curve fitting |
| author2 |
57205119530 |
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57205119530 Wong L.A. Ramachandaramurthy V.K. |
| format |
Conference Paper |
| author |
Wong L.A. Ramachandaramurthy V.K. |
| spellingShingle |
Wong L.A. Ramachandaramurthy V.K. Optimal allocation of battery energy storage system using WOA-AIS considering net load issue |
| author_sort |
Wong L.A. |
| title |
Optimal allocation of battery energy storage system using WOA-AIS considering net load issue |
| title_short |
Optimal allocation of battery energy storage system using WOA-AIS considering net load issue |
| title_full |
Optimal allocation of battery energy storage system using WOA-AIS considering net load issue |
| title_fullStr |
Optimal allocation of battery energy storage system using WOA-AIS considering net load issue |
| title_full_unstemmed |
Optimal allocation of battery energy storage system using WOA-AIS considering net load issue |
| title_sort |
optimal allocation of battery energy storage system using woa-ais considering net load issue |
| publisher |
Institute of Electrical and Electronics Engineers Inc. |
| publishDate |
2023 |
| _version_ |
1806428079199879168 |
| score |
13.214268 |