Multi-objective optimal reactive power dispatch considering voltage stability in power systems using HFMOEA

被引:43
|
作者
Saraswat, Amit [1 ]
Saini, Ashish [1 ]
机构
[1] Dayalbagh Educ Inst, Dept Elect Engn, Fac Engn, Agra 282110, Uttar Pradesh, India
关键词
Multi-objective optimization; Optimal reactive power dispatch; Voltage stability; Pareto-optimal front; Fuzzy logic controller; Hybrid evolutionary algorithm; EVOLUTIONARY ALGORITHMS; MARGINS;
D O I
10.1016/j.engappai.2012.06.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new hybrid fuzzy multi-objective evolutionary algorithm (HFMOEA) based approach for solving complex multi-objective, mixed integer nonlinear problems such as optimal reactive power dispatch considering voltage stability (ORPD-VS). In HFMOEA based optimization approach, the two parameters like crossover probability (Pc) and mutation probability (Pm) are varied dynamically through the output of a fuzzy logic controller. The fuzzy logic controller is designed on the basis of expert knowledge to enhance the overall stochastic search capability for generating better pareto-optimal solution. Two detailed case studies are presented: Firstly, the performance of HFMOEA is tested on five benchmark test problems such as ZDT1, ZDT2, ZDT3, ZDT4 and ZDT6 as suggested by Zitzler, Deb and Thiele; Secondly, HFMOEA is applied to multi-objective ORPD-VS problem. In both the case studies, the optimization results obtained from HFMOEA are analysed and compared with the same obtained from two versions of elitist non-dominated sorting genetic algorithms such as NSGA-II and MNSGA-II in terms of various performance metrics. The simulation results are promising and confirm the ability of HFMOEA for generating better pareto-optimal fronts with superior convergence and diversity. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:390 / 404
页数:15
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