Multi-objective reactive power and voltage control based on fuzzy optimization strategy and fuzzy adaptive particle swarm

被引:164
|
作者
Zhang, Wen [1 ]
Liu, Yutian [1 ]
机构
[1] Shandong Univ, Sch Elect Engn, Jinan 250061, Peoples R China
关键词
Evolutionary computation; Fuzzy optimization strategy; Fuzzy system; Multi-objective; Particle swarm optimization; Reactive power and voltage control;
D O I
10.1016/j.ijepes.2008.04.005
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
This paper presents a new formulation of multi-objective reactive power and voltage control for power system. The objectives are active power loss, voltage deviation and the voltage stability index of the system. The load constrains and operational constrains are also taken into consideration. The multi-objective formulation of the problem requires a global performance index of the problem. A pseudogoal function derived on the basis of the fuzz sets theory gives a unique expression for the global objective function, eliminating the use of weighing coefficients or penalty terms. Both objective functions and constraints are evaluated by membership functions. The inequality constrains are embedded into the fitness function by pseudogoal function which guarantees that the searched optimal solution is feasible. Moreover, a new type of evolutionary algorithm, particle swarm optimization (PSO), has been adopted and improved for this problem. To improve the performance of PSO, a fuzzy adaptive PSO (FAPSO) is proposed. A fuzzy system is employed to adaptively adjust the parameters of PSO, such as the inertia weight and learning factors, during the evolutionary process. The proposed approach has been examined and tested with promising numerical results of the IEEE 30-bus and IEEE 118-bus power systems. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:525 / 532
页数:8
相关论文
共 50 条
  • [21] A new Ε-domination based fuzzy multi-objective reactive power optimization approach
    Zhang, An'an
    Yang, Honggeng
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2009, 33 (05): : 34 - 39
  • [22] Fuzzy evaluation based multi-objective reactive power optimization in distribution networks
    Shi, JC
    Liu, YT
    FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PT 1, PROCEEDINGS, 2005, 3613 : 11 - 19
  • [23] Adaptive multiple selection strategy for multi-objective particle swarm optimization
    Han, Honggui
    Zhang, Linlin
    Yinga, A.
    Qiao, Junfei
    INFORMATION SCIENCES, 2023, 624 : 235 - 251
  • [24] A Fuzzy Adaptive PID Coordination Control Strategy Based on Particle Swarm Optimization for Auxiliary Power Unit
    Qin, Hongyan
    Wang, Lingfeng
    Wang, Shilong
    Ruan, Weitao
    Jiang, Fachao
    ENERGIES, 2024, 17 (21)
  • [25] A New Multi-objective Particle Swarm Optimization for Reactive Power Dispatch
    Bilil, Hasnae
    Ellaia, Rachid
    Maaroufi, Mohamed
    2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, : 1119 - 1124
  • [26] Multi-Objective Reactive Power Optimization Based on Improved Particle Swarm Optimization With ε-Greedy Strategy and Pareto Archive Algorithm
    Liu, Xiaofei
    Zhang, Pei
    Fang, Hui
    Zhou, Yinglu
    IEEE ACCESS, 2021, 9 : 65650 - 65659
  • [27] Research On Multi-Objective Reactive Power Optimization Based on Modified Particle Swarm Optimization Algorithm
    Wu, Jianhua
    Li, Nan
    He, Lihong
    Yin, Bin
    Guo, Jianhua
    Liu, Yaqiong
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 477 - 480
  • [28] Multi-objective Reactive Power Optimization Based on Refined Chaos Particle Swarm Optimization Algorithm
    Ai, Ying
    Nie, Hongwei
    Su, Yixin
    Zhang, Danhong
    Peng, Yao
    CURRENT DEVELOPMENT OF MECHANICAL ENGINEERING AND ENERGY, PTS 1 AND 2, 2014, 494-495 : 1857 - +
  • [29] Multi-objective Particle Swarm Optimization Based on Adaptive Mutation
    Saha, Debasree
    Banerjee, Suman
    Jana, Nanda Dulal
    2015 THIRD INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION, CONTROL AND INFORMATION TECHNOLOGY (C3IT), 2015,
  • [30] Reconfiguration of Radial Distribution Systems with Fuzzy Multi-objective Approach using Adaptive Particle Swarm Optimization
    Swarnkar, Anil
    Gupta, Nikhil
    Niazi, K. R.
    IEEE POWER AND ENERGY SOCIETY GENERAL MEETING 2010, 2010,