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
相关论文
共 50 条
  • [1] Application of Firefly Algorithm (FA) based optimization in load frequency control for interconnected reheat thermal power system
    Naidu, K.
    Mokhlis, H.
    Bakar, A. H. A.
    [J]. 2013 IEEE JORDAN CONFERENCE ON APPLIED ELECTRICAL ENGINEERING AND COMPUTING TECHNOLOGIES (AEECT), 2013,
  • [2] Comparable investigation of backtracking search algorithm in automatic generation control for two area reheat interconnected thermal power system
    Madasu, Satya Dinesh
    Kumar, M. L. S. Sai
    Singh, Arun Kumar
    [J]. APPLIED SOFT COMPUTING, 2017, 55 : 197 - 210
  • [3] Comparative performance analysis of Artificial Bee Colony algorithm in automatic generation control for interconnected reheat thermal power system
    Gozde, Haluk
    Taplamacioglu, M. Cengiz
    Kocaarslan, Ilhan
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2012, 42 (01) : 167 - 178
  • [4] Application of Search Group Algorithm for Automatic Generation Control of Interconnected Power System
    Khamari, Dillip
    Sahu, Rabindra Kumar
    Panda, Sidhartha
    [J]. COMPUTATIONAL INTELLIGENCE IN DATA MINING, 2019, 711 : 557 - 568
  • [5] VARIABLE STRUCTURE CONTROL STRATEGY TO AUTOMATIC-GENERATION CONTROL OF INTERCONNECTED REHEAT THERMAL SYSTEM
    DAS, D
    KOTHARI, ML
    KOTHARI, DP
    NANDA, J
    [J]. IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1991, 138 (06): : 579 - 585
  • [6] Automatic Generation Control of a Hybrid PV-Reheat Thermal Power System Using RIME Algorithm
    Ekinci, Serdar
    Can, Ozay
    Ayas, Mustafa Sinasi
    Izci, Davut
    Salman, Mohammad
    Rashdan, Mostafa
    [J]. IEEE ACCESS, 2024, 12 : 26919 - 26930
  • [7] Automatic Generation Control Study in Two Area Reheat Thermal Power System
    Pritam, Anita
    Sahu, Sibakanta
    Rout, Sushil Dev
    Ganthia, Sibani
    Ganthia, Bibhu Prasad
    [J]. INTERNATIONAL CONFERENCE ON MATERIALS, ALLOYS AND EXPERIMENTAL MECHANICS (ICMAEM-2017), 2017, 225
  • [8] Automatic generation control of an interconnected power system
    Ali, Ali M.
    Saad, Mohamed S.
    El-Amari, Adel A.
    Hassan, Mohammed A. Moustafa
    [J]. INTERNATIONAL JOURNAL OF AMBIENT ENERGY, 2021, 43 (01) : 5616 - 5626
  • [9] Liberalized automatic generation control of interconnected thermal-hydro-gas system using firefly algorithm optimized PID controller
    Khare, Prashant
    Raju, More
    Gupta, Shiv Charan
    Shukla, Hiramani
    [J]. INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2024, 37 (01)
  • [10] Gravitational Search Algorithm based Automatic Generation Control for Interconnected Power System
    Rout, Umesh Kumar
    Sahu, Rabindra Kumar
    Panda, Sidhartha
    [J]. PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON CIRCUITS, POWER AND COMPUTING TECHNOLOGIES (ICCPCT 2013), 2013, : 558 - 563