Multiobjective Optimization and Fuzzy Logic Applied to Planning of the Volt/Var Problem in Distributions Systems

被引:78
|
作者
de Souza, Benemar Alencar [1 ]
Formiga de Almeida, Angelo Marcio [1 ]
机构
[1] Univ Fed Campina Grande, Dept Elect Engn, BR-58109970 Campina Grande, PB, Brazil
关键词
Distribution systems; fuzzy logic; integrated volt/var control; multiobjective optimization; CAPACITOR PLACEMENT; VOLTAGE REGULATORS; SHUNT CAPACITORS; REACTIVE POWER;
D O I
10.1109/TPWRS.2010.2042734
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 deals with integrated voltage and reactive power control (volt/var) for radial distribution feeders in planning issues, by means of the application of automatic voltage regulators (AVRs) banks and capacitors. A multiobjective genetic algorithm (SPEA2) improved using fuzzy logic is presented to solve the volt/var problem, since it is a combinatorial multiobjective optimization problem. The expert knowledge is taken into account via fuzzy logic in order to reduce the search space using voltage regulators in standard units. According to the multiobjective optimization fundamentals, an optimal solution ensemble is obtained, which concomitantly represents the solutions to both objectives, in such way that the operational restrictions of systems are satisfied. The algorithm is evaluated for a known 69-bus feeder in the literature of the subject. The obtained results demonstrate that the proposed method provides good concordance between the obtained solution and the Pareto front.
引用
收藏
页码:1274 / 1281
页数:8
相关论文
共 50 条
  • [41] METHOD FOR SOLVING MULTIOBJECTIVE AGGREGATE PRODUCTION PLANNING PROBLEM WITH FUZZY PARAMETERS
    GEN, M
    TSUJIMURA, Y
    IDA, K
    COMPUTERS & INDUSTRIAL ENGINEERING, 1992, 23 (1-4) : 117 - 120
  • [42] Multiobjective optimization of torch brazing process by a hybrid of fuzzy logic and multiobjective artificial bee colony algorithm
    Alejandro Alvarado-Iniesta
    Jorge L. García-Alcaraz
    Manuel Piña-Monarrez
    Luis Pérez-Domínguez
    Journal of Intelligent Manufacturing, 2016, 27 : 631 - 638
  • [43] Multiobjective optimization of torch brazing process by a hybrid of fuzzy logic and multiobjective artificial bee colony algorithm
    Alvarado-Iniesta, Alejandro
    Garcia-Alcaraz, Jorge L.
    Pina-Monarrez, Manuel
    Perez-Dominguez, Luis
    JOURNAL OF INTELLIGENT MANUFACTURING, 2016, 27 (03) : 631 - 638
  • [44] Fuzzy Optimization in the Problem of Forklifts Path Planning
    Rogachev, G. N.
    Rogachev, N. G.
    Patkin, M. L.
    2018 INTERNATIONAL SCIENTIFIC MULTI-CONFERENCE ON INDUSTRIAL ENGINEERING AND MODERN TECHNOLOGIES (FAREASTCON), 2018,
  • [45] A Fuzzy Logic Based Approach to Solve Interval Multiobjective Nonlinear Transportation Problem
    Hasan Dalman
    Mustafa Sivri
    Proceedings of the National Academy of Sciences, India Section A: Physical Sciences, 2019, 89 : 279 - 289
  • [46] A Fuzzy Logic Based Approach to Solve Interval Multiobjective Nonlinear Transportation Problem
    Dalman, Hasan
    Sivri, Mustafa
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES INDIA SECTION A-PHYSICAL SCIENCES, 2019, 89 (02) : 279 - 289
  • [47] Fuzzy Logic and Decision Making Applied to Customer Service Optimization
    Marin Diaz, Gabriel
    Carrasco Gonzalez, Ramon Alberto
    AXIOMS, 2023, 12 (05)
  • [48] Scheduling and planning problem in manufacturing systems with multiobjective genetic algorithm
    Li, Y
    Man, KF
    IECON '98 - PROCEEDINGS OF THE 24TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 1998, : 274 - 279
  • [49] Deep Reinforcement Learning Based Volt-VAR Optimization in Smart Distribution Systems
    Zhang, Ying
    Wang, Xinan
    Wang, Jianhui
    Zhang, Yingchen
    IEEE TRANSACTIONS ON SMART GRID, 2021, 12 (01) : 361 - 371
  • [50] A new method for Volt-Var optimization with conservation voltage reduction on distribution systems
    Ozdemir, Gulcihan
    Baran, Mesut
    ELECTRICAL ENGINEERING, 2020, 102 (01) : 493 - 502