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储能系统技术 ★ 5.0

面向主观不确定性的能源存储共享动态租赁框架

Subjective-uncertainty-oriented dynamic renting framework for energy storage sharing

作者 Yan Hea · Jiang-Wen Xiao · Yan-Wu Wang · Zhi-Wei Liu · Shi-Yuan Hea
期刊 Applied Energy
出版日期 2025年1月
卷/期 第 378 卷
技术分类 储能系统技术
相关度评分 ★★★★★ 5.0 / 5.0
关键词 A new framework for dynamic on-demand energy storage sharing is proposed.
语言:

中文摘要

近年来,共享式储能因能够缓解分布式可再生能源间歇性所导致的供需不平衡问题而受到广泛关注。考虑到产消者在面对不确定性时的主观感知,本文提出了一种新的动态竞争性按需租赁框架,用于储能容量(ESC)共享,旨在提高储能利用率、增加储能运营商(ESO)的收益并降低产消者的成本。在该框架中,引入了一种基于需求的动态容量定价机制,将ESO与产消者之间的关系建模为斯塔克尔伯格博弈(Stackelberg game),并在产消者之间建立广义纳什均衡(GNE)问题。ESO决定动态容量定价机制,而产消者则根据自身需求决定每小时的租赁容量。在容量共享过程中,首次引入前景理论以描述产消者在面对可再生能源不确定性时的主观感知。此外,本文分析了斯塔克尔伯格均衡(SE)的存在性以及GNE的唯一性,并总结和提出了一种方法,用于确定嵌套广义非合作斯塔克尔伯格博弈中均衡存在的条件。仿真结果表明,所提出的框架在提升ESC利用率方面的有效性、产消者主观感知对其决策行为的影响,以及ESO对主观感知准确估计所带来的收益优势。具体而言,该框架使ESO的利用率提高了24.07%,利润提升了13.73%。

English Abstract

Abstract In recent years, shared energy storage has gained significant attention for mitigating the supply and demand imbalance caused by the intermittency of distributed renewable energy. Considering the subjective perception of prosumers when facing uncertainty, this paper proposes a new dynamic competitive on-demand renting framework for energy storage capacity (ESC) sharing to increase energy storage utilization, increase energy storage operator (ESO) profits, and reduce prosumer costs. In this framework, a demand-based dynamic capacity pricing mechanism is introduced, modeling the relationship between ESO and prosumers as a Stackelberg game while establishing a generalized Nash equilibrium (GNE) problem among prosumers. ESO determines the dynamic capacity pricing mechanism, while prosumers determine the hourly renting capacity based on demand. In capacity sharing, prospect theory is introduced for the first time to describe the subjective perceptions of prosumers when facing the uncertainty of renewable energy. Moreover, the existence of SE and the uniqueness of GNE are analyzed, followed by a summary and proposal of a method to determine the existence of equilibrium in a nested generalized non-cooperative Stackelberg game. Simulations show the effectiveness of the proposed framework on improving the ESC utilization rate, the impact of subjective perceptions on prosumers’ decision-making, and the profit favorability of the correct estimation of subjective perceptions on ESO. Specifically, the framework increases ESO utilization by 24.07% and profit by 13.73%.
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SunView 深度解读

该动态储能共享框架对阳光电源PowerTitan储能系统和ST系列PCS具有重要应用价值。通过引入前景理论建模用户主观不确定性感知,可优化iSolarCloud平台的储能容量动态定价策略,提升储能利用率24.07%和收益13.73%。该框架的Stackelberg博弈机制可集成到阳光电源储能EMS系统中,实现多用户场景下的按需租赁和实时容量分配,特别适用于工商业储能共享和虚拟电厂应用,增强储能资产运营效益和用户侧成本优化能力。