Whale optimization algorithm based optimal reactive power dispatch: A case study of the Algerian power system

被引:162
|
作者
Medani, Khaled ben Oualid [1 ]
Sayah, Samir [1 ]
Bekrar, Abdelghani [2 ]
机构
[1] Ferhat Abbas Univ Setif 1, Dept Elect Engn, QUERE Lab, Setif 19000, Algeria
[2] UVHC, LAMIH, UMR CNRS 8201, F-59313 Le Mont Houy, Valenciennes, France
关键词
Optimal reactive power dispatch (OPRD); Metaheuristic techniques; Whale optimization algorithm (WOA); Real power loss minimization; Algerian power system; Analysis of variance (One-way ANOVA test); GRAVITATIONAL SEARCH ALGORITHM; DIFFERENTIAL EVOLUTION ALGORITHM; ENERGY MANAGEMENT-SYSTEM; MEGAPTERA-NOVAEANGLIAE;
D O I
10.1016/j.epsr.2017.09.001
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Optimal reactive power dispatch (ORPD) is a particular case of the optimal power flow. ORPD was usually considered as the minimization of an objective function representing the total active power losses in the electrical networks. The constraints involved are the generator voltages, tap regulating transformers ratios and the amount of reactive shunt compensators. The goal of this study is to find the best vector of control variables, so that the power loss decreasing can be realized. In this paper, a new metaheuristic technique inspired from the bubble-net hunting technique of humpback whales, namely whale optimization algorithm (WOA), has been applied to solve the ORPD problem. The WOA method has been examined and confirmed on the IEEE 14-bus, IEEE 30-bus, in addition to a practical and large scale Algerian electric 114-bus test system. The obtained outcomes have been compared with two own developed methods, namely, particle swarm optimization (PSO) and particle swarm optimization with time varying acceleration coefficients (PSO-TVAC). Afterwards, an analysis of variance (One-way ANOVA test) has been implemented in order to verify the performance of our proposed algorithm in solving the ORPD problem. In summary, the comparison study shows the potential of this recent optimization method, and proves its robustness and effectiveness in solving the ORPD problem. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:696 / 705
页数:10
相关论文
共 50 条
  • [21] Optimal power flow using the league championship algorithm: A case study of the Algerian power system
    Bouchekara, H. R. E. H.
    Abido, M. A.
    Chaib, A. E.
    Mehasni, R.
    ENERGY CONVERSION AND MANAGEMENT, 2014, 87 : 58 - 70
  • [22] Optimal Solution of Combined Heat and Power Dispatch Problem Using Whale Optimization Algorithm
    Paul, Chandan
    Roy, Provas Kumar
    Mukherjee, Vivekananda
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2022, 13 (01)
  • [23] Optimal Reactive Power Dispatch Using Particle Swarms Optimization Algorithm Based Pareto Optimal Set
    Li, Yan
    Jing, Pan-pan
    Hu, De-feng
    Zhang, Bu-han
    Mao, Cheng-xiong
    Ruan, Xin-bo
    Miao, Xiao-yang
    Chang, De-feng
    ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 3, PROCEEDINGS, 2009, 5553 : 152 - +
  • [24] The study of optimal reactive power dispatch in power systems based on further improved membrane search algorithm
    Lai, Wenhao
    Song, Qi
    Zheng, Xiaoliang
    Chen, Hualiang
    APPLIED ENERGY, 2025, 377
  • [25] Optimal Reactive Power Dispatch in Distribution Power Systems Based on Particle Swarm Optimization
    Sidea, Dorian O.
    Picioroaga, Irina I.
    Bulac, Constantin
    Tristiu, Ion
    Eremia, Mircea
    Boicea, Valentin A.
    2019 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENT (CIEM), 2019, : 505 - 509
  • [26] Optimal Reactive Power Dispatch Based on Multi-strategy Improved Aquila Optimization Algorithm
    Long, Hongyu
    Liu, Shanghua
    Chen, Tewei
    Tan, Hao
    Wei, Jinzhu
    Zhang, Chaohua
    Chen, Wenchen
    IAENG International Journal of Computer Science, 2022, 49 (04)
  • [27] Optimal Reactive Power Dispatch problem using exchange market based Butterfly Optimization Algorithm
    Dora, Bimal Kumar
    Rajan, Abhishek
    Mallick, Sourav
    Halder, Sudip
    APPLIED SOFT COMPUTING, 2023, 147
  • [28] Ant Colony Optimization Algorithm Based Optimal Reactive Power Dispatch to Improve Voltage Stability
    Rayudu, K.
    Yesuratnam, G.
    Jayalaxmi, A.
    PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON CIRCUIT ,POWER AND COMPUTING TECHNOLOGIES (ICCPCT), 2017,
  • [29] Gravitational Search Algorithm Based Approach for Optimal Reactive Power Dispatch
    Babu, M. Ramesh
    Lakshmi, M.
    2016 Second International Conference on Science Technology Engineering and Management (ICONSTEM), 2016, : 360 - 366
  • [30] Optimal Reactive Power Dispatch based on the CS-PSO algorithm
    Ding, Jinjin
    Zhang, Qian
    Ma, Yuan
    PROCEEDINGS OF THE 2018 13TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2018), 2018, : 1172 - 1176