Optimal electricity supply bidding by Markov decision process

被引:151
|
作者
Song, HL [1 ]
Liu, CC
Lawarrée, J
Dahlgren, RW
机构
[1] Univ Washington, Dept Elect Engn, Seattle, WA 98195 USA
[2] Univ Washington, Dept Econ, Seattle, WA 98195 USA
[3] ALSTOM ESCA Corp, Bellevue, WA USA
基金
美国国家科学基金会;
关键词
electricity market; bidding strategies; decision-making; Markov Decision Process; power system economics;
D O I
10.1109/59.867150
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
The bidding decision making problem is studied from a supplier's viewpoint in a spot market environment. The decision-making problem is formulated as a Markov Decision Process - a discrete stochastic optimization method All other suppliers are modeled by their bidding parameters with corresponding probabilities. A systematic method is developed to calculate transition probabilities and rewards. A simplified market clearing system is also included in the implementation. A risk-neutral decision-maker is assumed, the optimal strategy is calculated to maximize the expected reward over a planning horizon. Simulation cases are used to illustrate the proposed method.
引用
收藏
页码:618 / 624
页数:7
相关论文
共 50 条
  • [1] A Markov Decision Process-based Optimal Vehicle Scheduling Model for Supply Chains
    Zhao, Zhenjun
    Alqahtani, Fayez
    Almakhadmeh, Zafer
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2025,
  • [2] Improving Real-Time Bidding Using a Constrained Markov Decision Process
    Du, Manxing
    Sassioui, Redouane
    Varisteas, Georgios
    State, Radu
    Brorsson, Mats
    Cherkaoui, Omar
    ADVANCED DATA MINING AND APPLICATIONS, ADMA 2017, 2017, 10604 : 711 - 726
  • [3] Strategic bidding for electricity supply in a day-ahead energy market
    Wen, FS
    David, AK
    ELECTRIC POWER SYSTEMS RESEARCH, 2001, 59 (03) : 197 - 206
  • [4] Optimal Bidding Strategy in a Competitive Electricity Market using Differential Evolution
    Kumar, J. Vijaya
    Kumar, D. M. Vinod
    2011 ANNUAL IEEE INDIA CONFERENCE (INDICON-2011): ENGINEERING SUSTAINABLE SOLUTIONS, 2011,
  • [5] Optimal bidding strategies for LSEs in single-bargainer electricity markets
    Wang, Ping
    Chen, Xingying
    Xie, Jun
    Liao, Yingchen
    Liu, Haoming
    2008 THIRD INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES, VOLS 1-6, 2008, : 510 - 514
  • [6] A Markov Decision Process Approach for Optimal Data Backup Scheduling
    Xia, Ruofan
    Machida, Fumio
    Trivedi, Kishor
    2014 44TH ANNUAL IEEE/IFIP INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS AND NETWORKS (DSN), 2014, : 660 - 665
  • [7] Optimal Replacement Policy of Services Based on Markov Decision Process
    Pillai, Sandhya S.
    Narendra, Nanjangud C.
    2009 IEEE INTERNATIONAL CONFERENCE ON SERVICES COMPUTING, 2009, : 176 - +
  • [8] A Markov Decision Process to Determine Optimal Policies in Moving Target
    Zheng, Jianjun
    Namin, Akbar Siami
    PROCEEDINGS OF THE 2018 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY (CCS'18), 2018, : 2321 - 2323
  • [9] Markov game approach for multi-agent competitive bidding strategies in electricity market
    Rashedi, Navid
    Tajeddini, Mohammad Amin
    Kebriaei, Hamed
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2016, 10 (15) : 3756 - 3763
  • [10] Markov Decision Process Design for Imitation of Optimal Task Schedulers
    Rademacher, Paul
    Wagner, Kevin
    Smith, Leslie
    2023 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP, SSP, 2023, : 56 - 60