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
来源
2019 51ST NORTH AMERICAN POWER SYMPOSIUM (NAPS) | 2019年
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
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