Risk-Averse Self-Scheduling of Storage in Decentralized Markets

被引:0
|
作者
Yurdakul, Ogun [1 ,2 ]
Billimoriat, Farhad [3 ]
机构
[1] Argonne Natl Lab, Energy Syst & Infrastruct Anal Div, Lemont, IL 60439 USA
[2] Tech Univ Berlin, Dept Elect Engn & Comp Sci, D-10623 Berlin, Germany
[3] Univ Oxford, Dept Engn Sci, Oxford OX12SD, England
关键词
electricity markets; electricity storage; self-scheduling; risk-aversion;
D O I
10.1109/PESGM52003.2023.10253330
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Storage is expected to be a critical source of firming in low-carbon grids. A common concern raised from ex-post assessments is that storage resources can fail to respond to strong price signals during times of scarcity. While commonly attributed to forecast error or failures in operations, we posit that this behavior can be explained from the perspective of risk averse scheduling. Using a stochastic self-scheduling framework and real-world data harvested from the Australian National Electricity Market, we demonstrate that risk-averse storage resources tend to have a myopic operational perspective, that is, they typically engage in near-term price arbitrage and chase only few extreme price spikes and troughs, thus remaining idle in several time periods with markedly high and low prices. This has important policy implications given the non-transparency of unit risk aversion and apparent risk in intervention decision-making.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Data-Driven Risk-Averse Stochastic Self-Scheduling for Combined-Cycle Units
    Pan, Kai
    Guan, Yongpei
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2017, 13 (06) : 3058 - 3069
  • [2] A Second-Order Stochastic Dominance-Based Risk-Averse Strategy for Self-Scheduling of a Virtual Energy Hub in Multiple Energy Markets
    Norouzi, Saba
    Amin Mirzaei, Mohammad
    Zare, Kazem
    Shafie-Khah, Miadreza
    Nazari-Heris, Morteza
    IEEE ACCESS, 2024, 12 : 84333 - 84351
  • [3] Day-ahead self-scheduling from risk-averse microgrid operators to provide reserves and flexible ramping ancillary services
    Bahramara, Salah
    Sheikhahmadi, Pouria
    Mazza, Andrea
    Chicco, Gianfranco
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2022, 142
  • [4] Risk-Averse Decentralized Optimal Scheduling of a Virtual Energy Hub Plant Equipped with Multi Energy Conversion Facilities in Energy Markets
    Mansour, Amin Saatloo
    Mudiyanselage, Manthila Wijesooriya
    Mirzaei, Mohammad Amin
    Mehrabi, Abbas
    Marzband, Mousa
    Aslam, Nauman
    2022 57TH INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC 2022): BIG DATA AND SMART GRIDS, 2022,
  • [5] Risk-averse dynamic arbitrage in illiquid markets
    Moazeni, Somayeh
    Collado, Ricardo A.
    Zhang, Andy
    JOURNAL OF RISK, 2018, 20 (04): : 55 - 74
  • [6] A Risk-averse Employee Scheduling with Uncertainty Demand
    Liu, Ming
    Liang, Bian
    Yang, Xuenan
    IFAC PAPERSONLINE, 2019, 52 (13): : 2134 - 2139
  • [7] Centralized versus decentralized contests with risk-averse players
    Wang, Xiruo
    Wu, Zenan
    Zhu, Yuxuan
    ECONOMICS LETTERS, 2020, 186
  • [8] Risk-averse scheduling-location (ScheLoc) problem
    Liu, Ming
    Liu, Rongfan
    PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND SYSTEMS MANAGEMENT (IESM 2019), 2019, : 278 - 283
  • [9] Risk-averse single machine scheduling: complexity and approximation
    Adam Kasperski
    Paweł Zieliński
    Journal of Scheduling, 2019, 22 : 567 - 580
  • [10] Application of a risk-averse objective function for scheduling surgeries
    Adams, T.
    O'Sullivan, M.
    Walker, C.
    Wang, K.
    Boyle, L.
    COMPUTERS & OPERATIONS RESEARCH, 2023, 151