Portfolio management of battery storages in multiple electricity markets

被引:14
|
作者
Huang, Chenyang [1 ]
Yan, Zheng [1 ]
Chen, Sijie [1 ]
Xu, Xiaoyuan [1 ]
Yang, Su [2 ]
Li, Jing [2 ]
Qu, Haoyuan [2 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Dept Elect Engn, Shanghai, Peoples R China
[2] State Grid Energy Res Inst Co Ltd, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
battery storage plants; power generation economics; power markets; risk management; investment; portfolio management model; battery storages; multiple electricity markets; energy market; regulation market; point-to-point obligation market; PTP obligation market; profit maximisation; risk hedging; real market data; degree-of-risk aversion; BIDDING STRATEGIES; ENERGY; DISPATCH; SYSTEMS; ALLOCATION; FTR;
D O I
10.1049/iet-gtd.2018.6219
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
A battery storage can diversify its portfolio by participating in the energy market, regulation market, and point-to-point (PTP) obligation market. In order for a battery storage to maximise profits and hedge risks, a portfolio management model that co-optimises a storage's bids in these three markets is proposed. The proposed model is trained and validated by real market data. The performance of the proposed portfolio is compared with the portfolio without consideration of PTP obligation, indicating that the proposed method is effective in risk hedging. Numerical results also show the trade-off between storage's expected profits and risks, which can be useful for a battery storage owner with a certain degree of risk aversion.
引用
收藏
页码:6004 / 6010
页数:7
相关论文
共 50 条
  • [1] Adaptive Portfolio Optimization for Multiple Electricity Markets Participation
    Pinto, Tiago
    Morais, Hugo
    Sousa, Tiago M.
    Sousa, Tiago
    Vale, Zita
    Praca, Isabel
    Faia, Ricardo
    Solteiro Pires, Eduardo Jose
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2016, 27 (08) : 1720 - 1733
  • [2] Power portfolio optimization in deregulated electricity markets with risk management
    Xu, Jun
    Luh, Peter B.
    White, Frederick B.
    Ni, Ernan
    Kasiviswanathan, Krishnan
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2006, 21 (04) : 1653 - 1662
  • [3] Portfolio optimization in electricity markets
    Liu, Min
    Wu, Felix F.
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2007, 77 (08) : 1000 - 1009
  • [4] Participation of Demand Response Aggregators in Electricity Markets: Optimal Portfolio Management
    Henriques, Rodrigo
    Wenzel, George
    Olivares, Daniel E.
    Negrete-Pincetic, Mathis
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2018, 9 (05) : 4861 - 4871
  • [5] Portfolio management and performance improvement with Sharpe and Treynor ratios in electricity markets
    Atmaca, Mete Emin
    [J]. ENERGY REPORTS, 2022, 8 : 192 - 201
  • [6] Cooperation of Offshore Wind Farm with Battery Storage in Multiple Electricity Markets
    Hou, Peng
    Yang, Guangya
    Enevoldsen, Peter
    Nielsen, Arne Hejde
    [J]. 2018 53RD INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC), 2018,
  • [7] Integrated Risk Management Model for Portfolio Selection in Multiple Markets
    Mathuria, Parul
    Bhakar, Rohit
    [J]. 2014 IEEE PES GENERAL MEETING - CONFERENCE & EXPOSITION, 2014,
  • [8] Commercial agents portfolio optimization in electricity markets
    Eusebio, Eduardo
    de Sousa, Jorge
    Ventim Neves, M.
    [J]. 2012 9TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2012,
  • [9] Different Storages and Different Time-Variable Operation Modes of Energy Storages in Future Electricity Markets
    Boecker, Benjamin
    Weber, Christoph
    [J]. 2015 12TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2015,
  • [10] Portfolio theory based approach to risk management]in electricity markets: Colombian case study
    Martinez, YCC
    Valencia, LB
    [J]. 2003 IEEE SYSTEMS & INFORMATION ENGINEERING DESIGN SYMPOSIUM, 2003, : 35 - 39