Design of load frequency controller for multi-area system using AI techniques

被引:0
|
作者
Machavarapu S. [1 ]
Gopala Rao M.V. [2 ]
Ramana Rao P.V. [3 ]
机构
[1] EEE Department, Vignan’s Lara Institute of Technology & Science, Vadlamudi
[2] EEE Department, Prasad V. Potluri Siddhartha Institute of Technology, Kanuru
[3] EEE Department, College of Engineering & Technology, Acharya Nagarjuna University, Nagarjuna Nagar
来源
关键词
Automatic speed governor; Backpropagation algorithm; Fuzzy logic controller; Load frequency controller; PI-controller; Tie line;
D O I
10.18280/jesa.530413
中图分类号
学科分类号
摘要
The paper presents an adaptive Load Frequency Controller (LFC) based on a neural network for the interconnected multi-area systems. When there is an imbalance between active power generation and demand there will deviation in the frequency from the reference value. Major disturbances that lead to the variation in frequency beyond the allowable limits are variation in load demand and faults, etc. Initially PID based LFC which is a conventional controller is used to bring back the variations in frequency when there is a disturbance. But these conventional controllers will operate certain operating points only, very slow and, are less efficient for nonlinear systems. To avoid the flaws in the conventional controller the artificial intelligent controllers such as neural network and fuzzy logic controllers are designed. The three, two area, and single area systems are considered as the test systems. The response of all the test systems is observed without and with PI, fuzzy, and neural network controllers. It was observed that the neural network controller is outperforming in damping the variation in the frequency due to the disturbances. © 2020 Lavoisier. All rights reserved.
引用
收藏
页码:541 / 548
页数:7
相关论文
共 50 条
  • [1] Decentralized Load–Frequency Controller Design for a Single as Well as Multi-area Power System
    Anand Kumar
    Md Nishat Anwar
    Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 2020, 44 : 309 - 326
  • [2] Decentralized load frequency controller for a multi-area interconnected power system
    Alrifai, Muthana T.
    Hassan, Mohamed F.
    Zribi, Mohamed
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2011, 33 (02) : 198 - 209
  • [3] Decentralized Load-Frequency Controller Design for a Single as Well as Multi-area Power System
    Kumar, Anand
    Anwar, Md Nishat
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2020, 44 (01) : 309 - 326
  • [4] Multi-area Robust Decentralized Load Frequency Controller Design in a Restructured Power System Using Quantitative Feedback Theory
    Rezvantalab, Javad
    Kazemi, M. H.
    Seddigh, A. Khaki
    2009 INTERNATIONAL CONFERENCE ON ELECTRIC POWER AND ENERGY CONVERSION SYSTEMS (EPECS 2009), 2009, : 189 - +
  • [5] An Optimal Controller for Load Frequency Control in Multi-Area Deregulated power system
    Sina, Alireza
    Kaur, Damanjeet
    JOURNAL OF ELECTRICAL SYSTEMS, 2019, 15 (01) : 142 - 158
  • [6] Design of Optimal Sliding mode Controller for Load Frequency Control in Multi-area Deregulated Thermal System
    Kumar, T. Anil
    Ramana, N. Venkata
    2012 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN ELECTRICAL ENGINEERING AND ENERGY MANAGEMENT (ICETEEEM - 2012), 2012, : 44 - 51
  • [7] Application of Different Optimization Techniques to Load Frequency Control in a Multi-Area System
    Elsaied, Mohamed M.
    Mostafa, M. A.
    Mekhamer, Said F.
    Attia, Mahmoud A.
    2017 NINETEENTH INTERNATIONAL MIDDLE-EAST POWER SYSTEMS CONFERENCE (MEPCON), 2017, : 219 - 228
  • [8] Multi-area Load Frequency Control by Various Conventional Controller using Battery Energy Storage System
    Prajapati, Pradipkumar
    Parmar, Ashok
    2016 INTERNATIONAL CONFERENCE ON ENERGY EFFICIENT TECHNOLOGIES FOR SUSTAINABILITY (ICEETS), 2016, : 467 - 472
  • [9] Anti-Windup Load Frequency Controller Design for Multi-Area Power System with Generation Rate Constraint
    Huang, Chongxin
    Yue, Dong
    Xie, Xiangpeng
    Xie, Jun
    ENERGIES, 2016, 9 (05):
  • [10] Design and performance analysis of adaptive neuro fuzzy controller for load frequency control of multi-area power system
    Nath, Vivek
    Sambariya, D. K.
    PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND CONTROL (ISCO'16), 2016,