Battery loss assessment and energy storage capacity configuration strategy considering real-time SOC and dynamic cycling efficiency

被引:0
作者
Huang Y. [1 ]
Feng Z. [1 ]
Sui Q. [1 ]
Wu C. [1 ]
Xu A. [1 ]
Lin X. [1 ]
机构
[1] State Key Laboratory of Advanced Electromagnetic Engineering and Technology, Huazhong University of Science and Technology, Wuhan
来源
Taiyangneng Xuebao/Acta Energiae Solaris Sinica | 2022年 / 43卷 / 11期
关键词
Battery; Degradation; Energy storage; Nonlinear programming; Rolling McCormick relaxation;
D O I
10.19912/j.0254-0096.tynxb.2021-0546
中图分类号
学科分类号
摘要
The paper proposes a high-precision battery life loss assessment model, which can fully exploit the effective information in the data provided by manufacturers to establish the mapping relationship between dynamic cycle efficiency, depth of discharge(DOD) and real-time state of charge (SOC), and other factors. Meanwhile, an optimal algorithm based on the rolling McCormick relaxation method is proposed for the nonlinear terms introduced by the adoption of a more refined energy storage model. The algorithm can transform the original nonlinear programming problem containing mixed integers into a mixed integer linear programming problem, so as to realize the numerical solution of the optimization problem. Finally, the rationality and superiority of the refined battery life model and the rolling McCormick optimal algorithm proposed in this paper are demonstrated by simulation results. © 2022, Solar Energy Periodical Office Co., Ltd. All right reserved.
引用
收藏
页码:413 / 423
页数:10
相关论文
共 27 条
  • [1] LI G F, BIE Z H, WANG R H, Et al., Research status and prospects on reliability evaluation of integrated energy system, High voltage engineering, 43, 1, pp. 114-121, (2017)
  • [2] WEN Y F, YANG W F, WANG R H, Et al., Review and prospect of toward 100% renewable energy power systems, Proceedings of the CSEE, 40, 6, pp. 1843-1855, (2020)
  • [3] LU Q., No energy crisis in China if renewable energy to be used sufficiently, China power, 44, 9, pp. 1-3, (2011)
  • [4] Notice of the National Energy Administration and the State Administration for Industry and Commerce on Printing and Distributing the Model Text of Grid-connected Dispatching Agreement for Wind Power Plants and Photovoltaic Power Plants, Guoneng Supervision[2014] No.33
  • [5] CHEN D P, JING Z X., Analysis of frequency modulation compensation mechanism in frequency modulation ancillary market of the United States, Automation of electric power systems, 41, 18, pp. 1-9, (2017)
  • [6] HUANG J Y, LI X R, CHANG M, Et al., Capacity allocation of BESS in primary frequency regulation considering its technical-economic model, Transactions of China Electrotechnical Society, 32, 21, pp. 43-52, (2017)
  • [7] LIU W X, YANG M Y, WANG J, Et al., Energy storage planning for incremental power distribution systems based on the intellectual generating method of operational strategies, Proceedings of the CSEE, 41, 10, pp. 3317-3329, (2021)
  • [8] WANG D K, LIU M, LIU W F, Et al., Optimal allocation of energy storage based on scenario method and service life loss, Electrical measurement & instrumentation, 57, 17, pp. 39-44, (2020)
  • [9] WANG L Y, CHEN Q X, HE G N, Et al., Optimization of generation scheduling considering battery energy storage life model, Automation of electric power systems, 43, 8, pp. 93-100, (2018)
  • [10] SEVERSON K A, ATTIA P M, JIN N, Et al., Data-driven prediction of battery cycle life before capacity degradation, Nature energy, 4, 5, pp. 383-391, (2019)