Optimal operation of a grid-connected battery energy storage system over its lifetime

被引:2
|
作者
Kordonis, Ioannis [1 ]
Charalampidis, Alexandros C. [1 ,2 ]
Haessig, Pierre [1 ]
机构
[1] IETR Inst Elect & Telecommun Rennes, Cent Supelec, Ave Boulaie, F-35576 Cesson Sevigne, France
[2] Tech Univ Berlin, Dept Elect Engn & Comp Sci, Control Syst Grp, Berlin, Germany
来源
关键词
battery degradation; battery energy storage systems; dynamic programming; ratio cost problems; stochastic optimal control; AGING MODEL; ION; OPTIMIZATION;
D O I
10.1002/oca.2830
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with the optimal control of grid-connected Battery Energy Storage Systems (BESSs) operating for energy arbitrage. An important issue is that BESSs degrade over time, according to their use, and thus they are usable only for a limited number of cycles. Therefore, the time horizon of the optimization depends on the actual operation of the BESS. We focus on Li-ion batteries and use an empirical model to describe battery degradation. The BESS model includes an equivalent circuit for the battery and a simplified model for the power converter. In order to model the energy price variations, we use a linear stochastic model that includes the effect of the time-of-the-day. The problem of maximizing the revenues obtained over the BESS lifetime is formulated as a stochastic optimal control problem with a long, operation-dependent time horizon. First, we divide this problem into a finite set of subproblems, such that for each one of them, the State of Health (SoH) of the battery is approximately constant. Next, we reformulate approximately every subproblem into the minimization of the ratio of two long-time average-cost criteria and use a value-iteration-type algorithm to derive the optimal policy. Finally, we present some numerical results and investigate the effects of the energy loss parameters, degradation parameters, and price dynamics on the optimal policy.
引用
收藏
页码:739 / 757
页数:19
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