Reactive power control in decentralized hybrid power system with STATCOM using GA, ANN and ANFIS methods

被引:53
|
作者
Saxena, Nitin Kumar [1 ]
Kumar, Ashwani [1 ]
机构
[1] NIT Kurukshetra, Dept Elect Engn, Kurukshetra, Haryana, India
关键词
STATCOM; Decentralized hybrid power system; Genetic algorithm; Artificial neural network; Adaptive neuro fuzzy inference system; Probabilistic load pattern; WIND POWER; OPTIMIZATION; FLOW; SVC;
D O I
10.1016/j.ijepes.2016.04.009
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
In this paper, STATCOM performance for voltage-reactive power control is investigated by comparing different tuning methods, used to evaluate gain parameters of STATCOM controller in presence of high probabilistic uncertainty in input wind power and reactive power load demand. To control voltage transient response in least time, reactive power demand is managed by STATCOM. The conventional methods for tuning gain parameters of STATCOM controller do not satisfactorily operate in case of random disturbances and therefore, advanced controllers such as Genetic Algorithm (GA), Artificial Neural Network (ANN) and Adaptive Neuro Fuzzy Inference System (ANFIS) are required. The main contribution of the paper is: (i) Investigation of STATCOM performance in presence of high probabilistic uncertainty with step changes in input wind power and reactive power load demand, (ii) system studies during dynamic conditions with composite load model in lieu of static load model in the system, (iii) comparison of voltage control and STATCOM reactive power using various tuning methods. Results comparison through all tuning methods show that advanced tuning methods are able to preserve optimal performances over wide range of disturbances using Integral of Square of Errors (ISE) criterion. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:175 / 187
页数:13
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