Fuzzy Ant Colony Optimization Technique for Predefined Performance of Distribution Systems Considering DGs and Shunt Capacitors

被引:2
|
作者
Goli, Preetham [1 ]
Makkena, Suresh [2 ]
Gampa, Srinivasa Rao [2 ]
Das, Debapriya [3 ]
机构
[1] Univ Missouri, Dept CSEE, Kansas City, MO 64110 USA
[2] Gudlavalleru Engn Coll, Dept EEE, Gudlavalleru, AP, India
[3] IIT Kharagpur, Dept EE, Kharagpur, WB, India
关键词
Ant colony optimization; Fuzzy membership function; penalty function; Distributed Generation; Shunt Capacitors; OPTIMUM PLACEMENT; GENERATION; UNITS;
D O I
10.1109/naps46351.2019.9000250
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents a Fuzzy Ant Colony Optimization (ACO) based approach for optimum allocation and sizing of Distributed Generation units (DGs) and Shunt Capacitors (SCs) in order to improve the predefined performance of the distribution system. The DG units are considered to be operating at lagging power factor and capable of supplying both real and reactive power. The penalty functions are developed for total DG penetration limit, total reactive power injection limit, real power loss reduction target and voltage profile improvement. The fuzzy multi-objective function is formulated by developing the fuzzy membership functions for each penalty function considered for performance improvement. Ant colony optimization technique is used for obtaining the optimum size of DG units and shunt capacitors in order to achieve the predefined performance. The simulation results are demonstrated for a 51 node distribution system to show the effectiveness of the proposed methodology compared to conventional multi-objective function based approach.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Minimization of Operational and Seepage Losses in Agricultural Water Distribution Systems Using the Ant Colony Optimization
    Azargashb Lord, Sara
    Hashemy Shahdany, Seied Mehdy
    Roozbahani, Abbas
    WATER RESOURCES MANAGEMENT, 2021, 35 (3) : 827 - 846
  • [32] Ant colony optimization for least-cost design and operation of pumping water distribution systems
    Ostfeld, Avi
    Tubaltzev, Ariel
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2008, 134 (02) : 107 - 118
  • [33] Adapted ant colony optimization for efficient reconfiguration of balanced and unbalanced distribution systems for loss minimization
    Swarnkar, Anil
    Gupta, Nikhil
    Niazi, K. R.
    SWARM AND EVOLUTIONARY COMPUTATION, 2011, 1 (03) : 129 - 137
  • [34] Minimization of Operational and Seepage Losses in Agricultural Water Distribution Systems Using the Ant Colony Optimization
    Sara Azargashb Lord
    Seied Mehdy Hashemy Shahdany
    Abbas Roozbahani
    Water Resources Management, 2021, 35 : 827 - 846
  • [35] Ant colony optimization technique for integrating renewable DG in distribution system with techno-economic objectives
    Godha, Nisha R.
    Bapat, Vishram N.
    Korachagaon, Iranna
    EVOLVING SYSTEMS, 2022, 13 (03) : 485 - 498
  • [36] Optimal Shunt Capacitors Sittings and Sizing in Radial Distribution Systems Using a Novel Hybrid Optimization Algorithm
    Diab, Ahmed A. Zaki
    Tulsky, Vladimir N.
    Tolba, Mohamed A.
    PROCEEDINGS OF 2016 EIGHTEENTH INTERNATIONAL MIDDLE EAST POWER SYSTEMS CONFERENCE (MEPCON), 2016, : 445 - 452
  • [37] Solving Fuzzy Combined-Emission Dispatch by Using Differential Evolution Immunized Ant Colony Optimization Technique
    Rahmat, N. A.
    Musirin, I.
    Abidin, A. F.
    Jumaat, S. A.
    Munim, W. N. Wan Abdul
    2013 IEEE JORDAN CONFERENCE ON APPLIED ELECTRICAL ENGINEERING AND COMPUTING TECHNOLOGIES (AEECT), 2013,
  • [38] Reconfiguration of Distribution Systems with Distributed Generators using Ant Colony Optimization and Harmony Search Algorithms
    Abdelaziz, Almoataz Y.
    Osama, Reham A.
    Elkhodary, Salem M.
    El-Saadany, E. F.
    2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [39] Evolutionary Interval Type-2 Fuzzy Systems Using Continuous Ant Colony Optimization Algorithms
    Juang, Chia-Feng
    Hung, Chi-Wei
    PROCEEDINGS OF THE 2016 IEEE 11TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2016, : 26 - 31
  • [40] Ant colony optimization technique for integrating renewable DG in distribution system with techno-economic objectives
    Nisha R. Godha
    Vishram N. Bapat
    Iranna Korachagaon
    Evolving Systems, 2022, 13 : 485 - 498