储能科学与技术

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基于改进Shapley值的台区多共享储能运行效能分配方法

郝俊博1(), 闫晓宏2, 裴红兰2, 张文强3, 肖春4,5   

  1. 1.国网山西省综合能源服务有限公司,山西 太原 030032
    2.国网运城供电公司,山西 运城 044000
    3.国网太原供电公司,山西 太原 030001
    4.国网山西省电力公司营销服务中心,山西 太原 030032
    5.山西 太原 030024
  • 收稿日期:2024-09-20 修回日期:2024-10-10
  • 通讯作者: 郝俊博 E-mail:1667672597@qq.com
  • 作者简介:郝俊博(1981—),男,学士,高级工程师,电力系统运行与储能应用研究,E-mail:1667672597@qq.com
  • 基金资助:
    国网山西省电力公司科技项目资助(5205M0240005)

Allocation method of operational efficiency of multi-shared energy storages in the distribution network based on Improved-Shapley value

Junbo HAO1(), Xiaohong Yan2, Honglan Pei2, Wenqiang Zhang3, Chun Xiao4,5   

  1. 1.State Grid Shanxi Integrated Energy Service Co. LTD, TaiYuan 030032, ShanXi, China
    2.State Grid Yuncheng Electric Power Supply Company, Yuncheng 044000, ShanXi, China
    3.State Grid Taiyuan Electric Power Supply Company, TaiYuan 030001, ShanXi, China
    4.State Grid ShanXi Marketing Service Center, TaiYuan 030032, ShanXi, China
    5.Taiyuan University of Technology, TaiYuan 030024, ShanXi, China
  • Received:2024-09-20 Revised:2024-10-10
  • Contact: Junbo HAO E-mail:1667672597@qq.com

摘要:

新型配电台区配置多个共享储能(Shared Energy Storage, SES)已成趋势,具有多资源协同的效果。但仅考虑SES自身价值难以实现其高效调用,需进一步关注共享储能个体差异对台区电网的多角度综合影响。为量化台区多共享储能共同作用下的单一SES边际运行贡献,提出了基于改进沙普利(Shapley)值的台区多共享储能运行效能分配方法。考虑新能源消纳及碳减排,建立含SES运行组合的台区运行成本最小优化调度模型;考虑SES对台区经济性、可靠性与环境的影响,建立SES运行效能评估指标,基于改进层次分析与层间相关性结合的主客观赋权法建立运行效能评估模型;考虑不同SES对台区运行的单方面效能差异,构建计及经济贡献度、可靠性贡献度与环境贡献度的SES修正因子以改进Shapley值法,将多种SES组合的运行效能分配至单个SES。对含3个SES的改进IEEE 33节点台区电网仿真验证,结果表明所提方法有效量化与分配不同节点SES对台区的综合效用,增加了对台区有益影响的SES1和SES2运行效能。所提方法为台区共享储能的高效率调度及潜力发挥提供全新思路。

关键词: 共享储能, 效能评估, 效能分配, Shapley值, 碳减排

Abstract:

The configuration of multiple shared energy storages(SESs) in a new distribution network(NDN) has become a trend, providing a multi-resource cooperative effect. However, it is difficult to realize the efficient use of SES by only considering its own value. Further attention needs to be paid to the multifaceted and comprehensive impacts of individual differences in SES on the NDN. To quantify the marginal operational contribution of a single SES under the joint effect of multiple SESs in the NDN, a method for allocating the operational efficiency of multi-SESs based on the improved Shapley value method is proposed. An optimized scheduling model with SES operation combinations for minimizing the operating cost for the NDN are established, considering new energy consumption and carbon emission reduction. The operational efficiency evaluation indicators, which consider the impact of SES on the economy, reliability, and environment of the NDN is established. An operational efficiency evaluation model based on the subjective-objective empowerment method combining improved hierarchical analysis and inter-criteria correlation is established. Considering the differences in the unilateral efficiency of different SESs to the NDN, the SES correction factors accounting for the economic contribution, reliability contribution, and environmental contribution are constructed to improve the Shapley value method to assign the operational efficiencies of multiple SES combinations to the single SES. A simulation of the NDN of an improved IEEE 33-node with three SESs validates that the proposed method effectively quantifies and allocates the comprehensive utility of SESs in different nodes to the NDN. The operational efficiency of SES1 and SES2, which have beneficial effects on the NDN, is increased. The proposed method provides a new way of thinking for the efficient scheduling and potential utilization of SESs in the network.

Key words: shared energy storage, efficiency evaluation, efficiency allocation, Shapley value, carbon emission reduction

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