Comparative performance analysis of teaching learning based optimization for automatic load frequency control of multi-source power systems

被引:138
|
作者
Barisal, A. K. [1 ]
机构
[1] VSSUT, Dept Elect Engn, Burla, Odisha, India
关键词
Automatic load frequency control; Automatic generation control; Dynamic performance; Multi source power system; HVDC link; Teaching learning based optimization; GENERATION CONTROL; ALGORITHM;
D O I
10.1016/j.ijepes.2014.10.019
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 a new population based parameter free optimization algorithm as teaching learning based optimization (TLBO) and its application to automatic load frequency control (ALFC) of multi-source power system having thermal, hydro and gas power plants. The proposed method is based on the effect of the influence of teacher on the output of learners and the learners can enhance their knowledge by interactions among themselves in a class. In this extensive study, the algorithm is applied in multi area and multi-source realistic power system without and with DC link between two areas in order to tune the PID controller which is used for automatic generation control (AGC). The potential and effectiveness of the proposed algorithm is compared with that of differential evolution algorithm (DE) and optimal output feedback controller tuning performance for the same power systems. The dynamic performance of proposed controller is investigated by different cost functions like integral of absolute error (IAE), integral of squared error (ISE), integral of time weighted squared error (ITSE) and integral of time multiplied absolute error (ITAE) and the robustness of the optimized controller is verified by its response toward changing in load and system parameters. It is found that the dynamic performance of the proposed controller is better than that of recently published DE optimized controller and optimal output feedback controller and also the proposed system is more robust and stable to wide changes in system loading, parameters, size and locations of step load perturbation and different cost functions. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:67 / 77
页数:11
相关论文
共 50 条
  • [21] Load-frequency control in a multi-source power system connected to wind farms through multi terminal HVDC systems
    Tavakoli, Mehdi
    Pouresmaeil, Edris
    Adabi, Jafar
    Godina, Radu
    Catalao, Joao P. S.
    COMPUTERS & OPERATIONS RESEARCH, 2018, 96 : 305 - 315
  • [22] Dandelion Optimizer-Based Combined Automatic Voltage Regulation and Load Frequency Control in a Multi-Area, Multi-Source Interconnected Power System with Nonlinearities
    Ali, Tayyab
    Malik, Suheel Abdullah
    Daraz, Amil
    Aslam, Sheraz
    Alkhalifah, Tamim
    ENERGIES, 2022, 15 (22)
  • [23] Load frequency control of connected multi-area multi-source power systems using energy storage and lyrebird optimization algorithm tuned PID controller
    Sharma, Amit
    Singh, Navdeep
    JOURNAL OF ENERGY STORAGE, 2024, 100
  • [24] Multi-source Power System FOPID Based Load Frequency Control with High-Penetration of Distributed Generations
    Shayeghi, H.
    Molaee, A.
    Valipour, Kh.
    Ghasemi, A.
    2016 21ST CONFERENCE ON ELECTRICAL POWER DISTRIBUTION NETWORKS CONFERENCE (EPDC), 2016, : 131 - 136
  • [25] Load Frequency Model Predictive Control of a Large-Scale Multi-Source Power System
    Afaneh, Tayma
    Mohamed, Omar
    Abu Elhaija, Wejdan
    ENERGIES, 2022, 15 (23)
  • [26] Impact of Renewable Energy Sources into Multi Area Multi-Source Load Frequency Control of Interrelated Power System
    Arora, Krishan
    Kumar, Ashok
    Kamboj, Vikram Kumar
    Prashar, Deepak
    Shrestha, Bhanu
    Joshi, Gyanendra Prasad
    MATHEMATICS, 2021, 9 (02) : 1 - 21
  • [27] Discrete data load frequency control of two-area power system with multi-source power generation
    Centre for Energy Studies, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110 016, India
    Int. Energy J., 2008, 2 (145-154):
  • [28] Discrete Data Load Frequency Control of Two-Area Power System with Multi-Source Power Generation
    Ramakrishna, K. S. S.
    Bhatti, T. S.
    INTERNATIONAL ENERGY JOURNAL, 2008, 9 (02): : 145 - 154
  • [29] Power Management in Multi-Source Multi-Load Energy Harvesting Systems
    Saggini, S.
    Mattavelli, P.
    EPE: 2009 13TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS, VOLS 1-9, 2009, : 5007 - 5016
  • [30] Load Frequency Active Disturbance Rejection Control for Multi-Source Power System Based on Soft Actor-Critic
    Zheng, Yuemin
    Tao, Jin
    Sun, Hao
    Sun, Qinglin
    Chen, Zengqiang
    Dehmer, Matthias
    Zhou, Quan
    ENERGIES, 2021, 14 (16)