A novel hybrid gravitational search and pattern search algorithm for load frequency control of nonlinear power system

被引:114
|
作者
Sahu, Rabindra Kumar [1 ]
Panda, Sidhartha [1 ]
Padhan, Saroj [1 ]
机构
[1] Veer Surendra Sai Univ Technol, Dept Elect Engn, Burla 768018, Odisha, India
关键词
Load frequency control (LFC); PID controller; Gravitational search algorithm (GSA); Pattern search (PS); Governor dead band non-linearity; Generation rate constraint (GRC); AUTOMATIC-GENERATION CONTROL; DIFFERENTIAL EVOLUTION; GENETIC ALGORITHM; OPTIMIZATION; DESIGN; PSO; AGC;
D O I
10.1016/j.asoc.2015.01.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a hybrid gravitational search algorithm (GSA) and pattern search (PS) technique is proposed for load frequency control (LFC) of multi-area power system. Initially, various conventional error criterions are considered, the PI controller parameters for a two-area power system are optimized employing GSA and the effect of objective function on system performance is analyzed. Then GSA control parameters are tuned by carrying out multiple runs of algorithm for each control parameter variation. After that PS is employed to fine tune the best solution provided by GSA. Further, modifications in the objective function and controller structure are introduced and the controller parameters are optimized employing the proposed hybrid GSA and PS (hGSA-PS) approach. The superiority of the proposed approach is demonstrated by comparing the results with some recently published modern heuristic optimization techniques such as firefly algorithm (FA), differential evolution (DE), bacteria foraging optimization algorithm (BFOA), particle swarm optimization (PSO), hybrid BFOA-PSO, NSGA-II and genetic algorithm (GA) for the same interconnected power system. Additionally, sensitivity analysis is performed by varying the system parameters and operating load conditions from their nominal values. Also, the proposed approach is extended to two-area reheat thermal power system by considering the physical constraints such as reheat turbine, generation rate constraint (GRC) and governor dead band (GDB) nonlinearity. Finally, to demonstrate the ability of the proposed algorithm to cope with nonlinear and unequal interconnected areas with different controller coefficients, the study is extended to a nonlinear three unequal area power system and the controller parameters of each area are optimized using proposed hGSA-PS technique. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:310 / 327
页数:18
相关论文
共 50 条
  • [1] Sensitivity Analysis of Load-Frequency Control of Power System Using Gravitational Search Algorithm
    Sahu, Rabindra Kumar
    Rout, Umesh Kumar
    Panda, Sidhartha
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON FRONTIERS OF INTELLIGENT COMPUTING: THEORY AND APPLICATIONS (FICTA) 2013, 2014, 247 : 249 - 258
  • [2] Hybrid adaptive "gbest'-guided gravitational search and pattern search algorithm for automatic generation control of multi-area power system
    Khadanga, Rajendra Kumar
    Kumar, Amit
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2017, 11 (13) : 3257 - 3267
  • [3] Load frequency control of an autonomous hybrid power system by quasi-oppositional harmony search algorithm
    Shankar, G.
    Mukherjee, V.
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2016, 78 : 715 - 734
  • [4] Fuzzy PID Controller Optimized by Improved Gravitational Search Algorithm for Load Frequency Control in Multi-area Power System
    Chen, Gonggui
    Qin, Feng
    Long, Hongyu
    Zeng, Xianjun
    Kang, Peng
    Zhang, Jinming
    IAENG International Journal of Computer Science, 2022, 49 (01) : 125 - 139
  • [5] Cuckoo Search algorithm based load frequency controller design for nonlinear interconnected power system
    Abdelaziz, A. Y.
    Ali, E. S.
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2015, 73 : 632 - 643
  • [6] Search and Rescue Optimization Algorithm Tuned FOTID Controller for Load Frequency Control of Power System
    Priyadarshani, Sonali
    Subhashini, K. R.
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2024, 48 (03) : 1045 - 1067
  • [7] Load Frequency Control of Security Constrained Deregulated Power System Using Crow Search Algorithm
    Pain, Santigopal
    Acharjee, Parimal
    2018 3RD INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2018,
  • [8] A novel hybrid gravitational and pattern search algorithm based MPPT controller with ANN and perturb and observe for photovoltaic system
    Alkhalaf, Salem
    Ali, Ziad M.
    Oikawa, Hitoshi
    SOFT COMPUTING, 2022, 26 (15) : 7293 - 7315
  • [9] A novel hybrid gravitational and pattern search algorithm based MPPT controller with ANN and perturb and observe for photovoltaic system
    Salem Alkhalaf
    Ziad M. Ali
    Hitoshi Oikawa
    Soft Computing, 2022, 26 : 7293 - 7315
  • [10] Load Frequency Control of a Two-Area Thermal-Hybrid Power System Using a Novel Quasi-Opposition Harmony Search Algorithm
    Mahto T.
    Mukherjee V.
    Journal of The Institution of Engineers (India): Series B, 2016, 97 (3) : 367 - 380