Sizing and Economic Assessment of Energy Storage with Real-Time Pricing and Ancillary Services

被引:0
|
作者
Barnes, A. K.
Balda, J. C.
机构
关键词
Energy storage sizing; scheduling; linear programming; model-predictive control; electricity price forecasting; regularization; ridge regression; UNITS;
D O I
暂无
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
Energy storage units (ESU) can generate profit through providing multiple services. In order to maximize profit while meeting battery lifetime constraints, it is necessary to select the capacity and charge/discharge schedule of the battery. This paper proposes a methodology to calculate the necessary ESU battery capacity for a given power rating and the lifetime profitability of the ESU. Because the price of electricity is not known more than 24 hours in advance, forecasting is necessary when scheduling the ESU. The reduction in profitability of the ESU because of forecasting errors must be taken into account. The methodology applies ridge regression for price forecasting to overcome the problem of having many highly correlated inputs, which lead to poor performance of the forecaster. The methodology demonstrates the encouraging result that the profitability of an ESU is not highly sensitive to forecaster error, as the scheduler is insensitive to the types of errors introduced by the forecaster. This is because of the nature of the variance in electricity market price.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Real-Time Economic Dispatch for Integrated Energy Microgrid Considering Ancillary Services
    Lin, Yanling
    Zhang, Xiaohu
    Yin, Shengfei
    Wang, Jianhui
    Shi, Di
    [J]. 2020 IEEE POWER & ENERGY SOCIETY GENERAL MEETING (PESGM), 2020,
  • [2] SIZING OF ELECTRIC THERMAL STORAGE UNDER REAL-TIME PRICING
    DARYANIAN, B
    BOHN, RE
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1993, 8 (01) : 35 - 43
  • [3] Pricing Energy Storage in Real-time Market
    Chen, Cong
    Tong, Lang
    Guo, Ye
    [J]. 2021 IEEE POWER & ENERGY SOCIETY GENERAL MEETING (PESGM), 2021,
  • [4] MIDWEST ISO CO-OPTIMIZATION BASED REAL-TIME DISPATCH AND PRICING OF ENERGY AND ANCILLARY SERVICES
    Ma, Xingwang
    Chen, Yonghong
    Wan, Jie
    [J]. 2009 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, VOLS 1-8, 2009, : 261 - +
  • [5] Practical Operations of Energy Storage Providing Ancillary Services: From Day-Ahead to Real-Time
    Yin, Shengfei
    Wang, Jianhui
    Lin, Yanling
    Fang, Xin
    Tan, Jin
    Yuan, Haoyu
    [J]. 2020 52ND NORTH AMERICAN POWER SYMPOSIUM (NAPS), 2021,
  • [6] Real-time pricing in environments with shared energy storage systems
    Konstantinos Steriotis
    Georgios Tsaousoglou
    Nikolaos Efthymiopoulos
    Prodromos Makris
    Emmanouel (Manos) Varvarigos
    [J]. Energy Efficiency, 2019, 12 : 1085 - 1104
  • [7] Real-time pricing in environments with shared energy storage systems
    Steriotis, Konstantinos
    Tsaousoglou, Georgios
    Efthymiopoulos, Nikolaos
    Makris, Prodromos
    Varvarigos, Emmanouel
    [J]. ENERGY EFFICIENCY, 2019, 12 (05) : 1085 - 1104
  • [8] Sizing Battery Energy Storage Systems for Microgrid Participating in Ancillary Services
    Alharbi, Abdullah M.
    Gao, Wenzhong
    Alsaidan, Ibrahim
    [J]. 2019 51ST NORTH AMERICAN POWER SYMPOSIUM (NAPS), 2019,
  • [9] Effect of Real-Time Electricity Pricing on Ancillary Service Requirements
    Hashmi, Md Umar
    Muthirayan, Deepan
    Busic, Ana
    [J]. E-ENERGY'18: PROCEEDINGS OF THE 9TH ACM INTERNATIONAL CONFERENCE ON FUTURE ENERGY SYSTEMS, 2018, : 550 - 555
  • [10] Real-time Scheduling of Electric Vehicles for Ancillary Services
    Juul, Frederik
    Negrete-Pincetic, Matias
    MacDonald, Jason
    Callaway, Duncan
    [J]. 2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,