Robust self-scheduling of a price-maker energy storage facility in the New York electricity market

被引:25
作者
Barbry, Adrien [1 ,3 ]
Anjos, Miguel F. [1 ,3 ]
Delage, Erick [2 ,3 ]
Schell, Kristen R. [1 ,3 ]
机构
[1] Polytech Montreal, Dept Math & Ind Engn, Quebec City, PQ, Canada
[2] HEC Montreal, Dept Decis Sci, Quebec City, PQ, Canada
[3] GERAD, Montreal, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Energy storage; Electricity market; Bidding strategy; Arbitrage; Quantile regression; Robust optimization; UNIT COMMITMENT; WIND POWER; TRANSMISSION; OPTIMIZATION; ARBITRAGE; FARM;
D O I
10.1016/j.eneco.2018.11.003
中图分类号
F [经济];
学科分类号
02 ;
摘要
Recent progress in energy storage raises the possibility of creating large-scale storage facilities at lower costs. This may bring economic opportunities for storage operators, especially via energy arbitrage. However, storage operation in the market could have a noticeable impact on electricity prices. This work aims at evaluating jointly the potential operating profit for a price-maker storage facility and its impact on the electricity prices in the New York state market. Based on historical data, lower and upper bounds on the supply curve of the market are constructed. These bounds are used as an input for the robust self-scheduling problem of a price-maker storage facility. Our computational experiments show that the robust strategies thus obtained allow to reduce significantly the loss exposure while maintaining reasonably high expected profits. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:629 / 646
页数:18
相关论文
共 33 条
  • [1] [Anonymous], 2013, GRID EN STOR
  • [2] [Anonymous], 2016, POW TRENDS 2015
  • [3] [Anonymous], 2015, NYISO MARK
  • [4] Energy storage for mitigating the variability of renewable electricity sources: An updated review
    Beaudin, Marc
    Zareipour, Hamidreza
    Schellenberglabe, Anthony
    Rosehart, William
    [J]. ENERGY FOR SUSTAINABLE DEVELOPMENT, 2010, 14 (04) : 302 - 314
  • [5] Robust convex optimization
    Ben-Tal, A
    Nemirovski, A
    [J]. MATHEMATICS OF OPERATIONS RESEARCH, 1998, 23 (04) : 769 - 805
  • [6] The price of robustness
    Bertsimas, D
    Sim, M
    [J]. OPERATIONS RESEARCH, 2004, 52 (01) : 35 - 53
  • [7] Adaptive Robust Optimization for the Security Constrained Unit Commitment Problem
    Bertsimas, Dimitris
    Litvinov, Eugene
    Sun, Xu Andy
    Zhao, Jinye
    Zheng, Tongxin
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (01) : 52 - 63
  • [8] Theory and Applications of Robust Optimization
    Bertsimas, Dimitris
    Brown, David B.
    Caramanis, Constantine
    [J]. SIAM REVIEW, 2011, 53 (03) : 464 - 501
  • [9] California Independent System Operator, 2017, 2016 2017 TRANSMISSI
  • [10] Robust Transmission and Energy Storage Expansion Planning in Wind Farm-Integrated Power Systems Considering Transmission Switching
    Dehghan, Shahab
    Amjady, Nima
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (02) : 765 - 774