Optimal policy for under frequency load shedding based on heterogeneous Markovian opinion dynamics model

被引:1
|
作者
Salman, Muhammad [1 ]
Nasir, Ali [1 ]
机构
[1] Univ Cent Punjab, Dept Elect Engn, Lahore, Pakistan
关键词
Markov processes; Opinion dynamics; Underfrequency load shed-ding; Power system stability; Optimal dispatch; Value iteration; SOCIAL NETWORKS;
D O I
10.1016/j.aej.2022.08.015
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper proposes a Markov Decision Process model for calculation of an optimal pol-icy, for under frequency load shedding problem. Major innovation in the modeling of the problem, is the incorporation of opinion dynamics model for calculation of the transition probabilities involved. The idea is to make use of the correlation amongst the trends, in the usage of electricity by neighboring areas. The resulting decision based on the Markov decision process is proactive in nature. The grid configuration is adjusted to the optimal value in order to minimize the chances of frequency drop. The process involved in the development of the model has been explained in the paper along with a simulation-based case study for the demonstration of the implemented method. The results of the case study indicate effective management, of the power system. A comparison of the proposed method with the latest multiagent based methods has been presented; major advan-tages of the proposed approach over the existing ones have been highlighted.(c) 2022 THE AUTHORS. Published by Elsevier BV on behalf of Faculty of Engineering, Alexandria University. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/ licenses/by-nc-nd/4.0/).
引用
收藏
页码:599 / 611
页数:13
相关论文
共 50 条
  • [1] Optimal policy for under frequency load shedding based on heterogeneous Markovian opinion dynamics model
    Salman, Muhammad
    Nasir, Ali
    ALEXANDRIA ENGINEERING JOURNAL, 2023, 63 : 599 - 611
  • [2] Selective optimal under-frequency load shedding based on trajectory sensitivities
    Reveles-Pinedo, A.
    Fuerte-Esquivel, C. R.
    Pizano-Martinez, A.
    Ramirez-Betancour, R.
    ELECTRIC POWER SYSTEMS RESEARCH, 2024, 234
  • [3] A Comparison of Under Frequency Relay based and Frequency Response Model based Load shedding Scheme
    Lakra, Pradeepti
    Kirar, Mukesh
    2015 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2015,
  • [4] Stochastic Optimal Load Shedding with Heterogeneous Load Zones
    Zhang, Yu
    Moura, Scott
    2020 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2020,
  • [5] The Method of Design an Optimal Under-Frequency Load Shedding Scheme
    Lytvynchuk, Volodymyr A.
    Kaplin, Mykola I.
    Bolotnyi, Nickolai P.
    2019 IEEE 6TH INTERNATIONAL CONFERENCE ON ENERGY SMART SYSTEMS (2019 IEEE ESS), 2019, : 14 - 17
  • [6] Opinion dynamics in social networks with heterogeneous Markovian agents
    Bolzern, Paolo
    Colaneri, Patrizio
    De Nicolao, Giuseppe
    2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2018, : 6180 - 6185
  • [7] Under Frequency Load Shedding based on PMU Estimates of Frequency and ROCOF
    Derviskadic, Asja
    Zuo, Yihui
    Frigo, Guglielmo
    Paolone, Mario
    2018 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2018,
  • [8] A Scalable Opinion Dynamics Model Based on the Markovian Agent Paradigm
    Scarpa, Marco
    Serrano, Salvatore
    Longo, Francesco
    COMPUTER PERFORMANCE ENGINEERING, EPEW 2022, 2023, 13659 : 185 - 199
  • [9] Optimal decision policy for real options under general Markovian dynamics
    Cortazar, Gonzalo
    Naranjo, Lorenzo
    Sainz, Felipe
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2021, 288 (02) : 634 - 647
  • [10] A Consensus Policy for Heterogeneous Opinion Dynamics
    Iervolino, Raffaele
    Vasca, Francesco
    Tangredi, Domenico
    2018 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2018,