Co-Optimizing Battery Storage for the Frequency Regulation and Energy Arbitrage Using Multi-Scale Dynamic Programming

被引:118
作者
Cheng, Bolong [1 ]
Powell, Warren B. [2 ]
机构
[1] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
[2] Princeton Univ, Dept Operat Res & Financial Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
Energy storage; frequency regulation; energy arbitrage; dynamic programming;
D O I
10.1109/TSG.2016.2605141
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
We are interested in optimizing the use of battery storage for multiple applications, in particular energy arbitrage and frequency regulation. The nature of this problem requires the battery to make charging and discharging decisions at different time scales while accounting for the stochastic information such as load demand, electricity prices, and regulation signals. Solving the problem for even a single-day operation would be computationally intractable due to the large state space and the number of time steps. We propose a dynamic programming approach that takes advantage of the nested structure of the problem by solving smaller subproblems with reduced state spaces, over different time scales.
引用
收藏
页码:1997 / 2005
页数:9
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