Optimal Placement and Sizing of Static Var Compensators in Radial Distribution Networks Using Artificial Intelligence Techniques
Küçük Resim Yok
Tarih
2023
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Institute of Electrical and Electronics Engineers Inc.
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
Energy conservation and efficiency are necessary actions in electrical power system. Therefore, the wasted energy that is dissipated in the transmission network needs to be minimized. The power loss can be reduced by using many techniques, including the use of reactive compensators. In this paper, intelligent algorithms are examined to find the best site and size of reactive compensators so as to improve the performance, power quality and economics of radial electrical networks. A Matlab program has been developed to find the status of a radial distribution network in terms of power flow, losses, and bus voltages. Two artificial intelligence (AI) algorithms namely genetic algorithm (GA) and particle swarm optimization (PSO) have been developed to cater for the optimal position and amount of reactive power compensation. The programmed approaches were tested in reference network of IEEE 15-bus system and then implemented on the Syrian network, specifically Al-Mayadeen distribution network comprising 64-bus. Transient Electrolyzer Program (ETAP) was used to simulate the different power systems. The study showed that the GA is superior and outperforms PSO in reducing total power loss hence the cost and also improving voltage profile. Overall, the two examined techniques can be used in any radial electrical network. © 2023 IEEE.
Açıklama
Orange TM; STC
15th International Conference on Electronics, Computers and Artificial Intelligence, ECAI 2023 -- 29 June 2023 through 30 June 2023 -- Bucharest -- 191300
15th International Conference on Electronics, Computers and Artificial Intelligence, ECAI 2023 -- 29 June 2023 through 30 June 2023 -- Bucharest -- 191300
Anahtar Kelimeler
Genetic algorithm, particle swarm optimization, radial electrical network, reactive power consumption
Kaynak
15th International Conference on Electronics, Computers and Artificial Intelligence, ECAI 2023 - Proceedings
WoS Q Değeri
Scopus Q Değeri
N/A
