Distributed Multi-Agent System-Based Load Frequency Control for Multi-Area Power System in Smart Grid

被引:125
|
作者
Singh, Vijay Pratap [1 ]
Kishor, Nand [1 ]
Samuel, Paulson [1 ]
机构
[1] Motilal Nehru Natl Inst Technol, Dept Elect Engn, Allahabad 211004, Uttar Pradesh, India
关键词
Communication topology (CT); load frequency control (LFC); multi-agent reinforcement learning (MARL); smart grid (SG); EVENT-TRIGGERED CONTROL; COMMUNICATION; STABILITY; CONSTANT;
D O I
10.1109/TIE.2017.2668983
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an intelligent controller for "load frequency control (LFC)" application in "smart grid (SG)" environment having changes in communication topology (CT) via amulti-agent system (MAS) technology. In this study, network-induced effects, time delay, and change in CT have been addressed to examine the system performance in a closed loop. An event-triggered control method is used to reduce the communication burden in a network. An intelligent controller based on reinforcement learning consists of two levels, estimator agent and controller agent, in each multi-area system. Particle swarm optimization is used to tune the controller parameters. Furthermore, the proposed control strategy and system architecture as MAS for LFC in SG are analyzed in detail, verified for various load conditions and different network configurations. In addition, mean-square error of the power system states with CT is also analyzed. The results of this study validate the feasibility of the proposed control, as well as the capability of the MAS for the operation of LFC in SG with changes in CT.
引用
收藏
页码:5151 / 5160
页数:10
相关论文
共 50 条
  • [1] A Multi-Agent Deep Reinforcement Learning Method for Cooperative Load Frequency Control of a Multi-Area Power System
    Yan, Ziming
    Xu, Yan
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2020, 35 (06) : 4599 - 4608
  • [2] Multi-agent system-based distributed energy management in smart grid under uncertainty
    Ullah, Md Habib
    Alseyat, Anas
    Park, Jae-Do
    [J]. 2019 IEEE Energy Conversion Congress and Exposition, ECCE 2019, 2019, : 3462 - 3468
  • [3] Multi-Agent System-based Distributed Energy Management in Smart Grid under Uncertainty
    Ullah, Md Habib
    Alseyat, Anas
    Park, Jae-Do
    [J]. 2019 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2019, : 3462 - 3468
  • [4] Load Frequency Control of Multi-Area Restructured Power System
    Rakhshani, E.
    Sadeh, J.
    [J]. 2008 JOINT INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON) AND IEEE POWER INDIA CONFERENCE, VOLS 1 AND 2, 2008, : 685 - 691
  • [5] Load frequency control under false data inject attacks based on multi-agent system method in multi-area power systems
    Weng, Tengfei
    Xie, Yan
    Chen, Guorong
    Han, Qi
    Tian, Yuan
    Feng, Liping
    Pei, Yangjun
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2022, 18 (04)
  • [6] A Multi-Agent Based Power System Restoration Approach in Distributed Smart Grid
    Khamphanchai, Warodom
    Pisanupoj, Songkran
    Ongsakul, Weerakorn
    Pipattanasomporn, Manisa
    [J]. 2011 INTERNATIONAL CONFERENCE AND UTILITY EXHIBITION ON POWER AND ENERGY SYSTEMS: ISSUES & PROSPECTS FOR ASIA (ICUE), 2011,
  • [7] Distributed Model Predictive Load Frequency Control of Multi-area Power System with DFIGs
    Yi Zhang
    Xiangjie Liu
    Bin Qu
    [J]. IEEE/CAA Journal of Automatica Sinica, 2017, 4 (01) : 125 - 135
  • [8] Switching system-based load frequency control for multi-area power system resilient to denial-of-service attacks
    Shangguan, Xing-Chen
    He, Yong
    Zhang, Chuan-Ke
    Jin, Li
    Jiang, Lin
    Wu, Min
    Spencer, Joseph William
    [J]. CONTROL ENGINEERING PRACTICE, 2021, 107
  • [9] Distributed model predictive load frequency control of multi-area interconnected power system
    Ma, Miaomiao
    Chen, Hong
    Liu, Xiangjie
    Allgoewer, Frank
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2014, 62 : 289 - 298
  • [10] Distributed Model Predictive Load Frequency Control of Multi-area Power System with DFIGs
    Zhang, Yi
    Liu, Xiangjie
    Qu, Bin
    [J]. IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2017, 4 (01) : 125 - 135