Application of firefly algorithm with online wavelet filter in automatic generation control of an interconnected reheat thermal power system

被引:56
|
作者
Naidu, K. [1 ]
Mokhlis, H. [1 ,2 ]
Bakar, A. H. A. [2 ]
Terzija, V. [3 ]
Illias, H. A. [1 ,2 ]
机构
[1] Univ Malaya, Dept Elect Engn, Fac Engn, Kuala Lumpur 50603, Malaysia
[2] Univ Malaya, UM Power Energy Dedicated Adv Ctr UMPEDAC, Kuala Lumpur 59990, Malaysia
[3] Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England
基金
英国工程与自然科学研究理事会;
关键词
Firefly Algorithm (FA); Automatic generation control (AGC); Wavelet filter; Particle Swarm Optimization (PSO); Load frequency control (LFC); LOAD-FREQUENCY CONTROL; GOVERNOR DEADBAND; ENERGY-STORAGE; OPTIMIZATION; TRANSFORM;
D O I
10.1016/j.ijepes.2014.05.055
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 the implementation of the Firefly Algorithm (FA) with an online wavelet filter on the automatic generation control (AGC) model for a three unequal area interconnected reheat thermal power system. The model includes time delay, dead zone, boiler, Generation Rate Constraint (GRC), and high frequency noise components. A novel filtering technique based on wavelet transform is introduced for the purpose of removing noise(s) from the ACE signal. The performance of the filter is measured by formulating a signal integrity index. The simulation results show that the FA is able to outperform the Particle Swarm Optimization (PSO) in obtaining the minimum objective function based on Integral of Time Weighted Squared Error (ITSE). The results also shows that the proposed online wavelet filter performs with a higher degree of efficiency compared to the conventional low pass filter when the practical model of the AGC is analyzed. Further investigation by varying the GRC and time delay parameter confirms the robustness of the FA tuned controller with the online wavelet filter. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:401 / 413
页数:13
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