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考虑战略性容量保留与决策依赖型不确定性的广义储能容量信用评估
Capacity credit evaluation of generalized energy storage considering strategic capacity withholding and decision-dependent uncertainty
| 作者 | Ning Qia · Pierre Pinson · Mads R.Almassalkhi · Yingrui Zhuang · Yifan Sue · Feng Liud |
| 期刊 | Applied Energy |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 397 卷 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | A long-term decision-dependent uncertainty model for generalized energy storage. |
语言:
中文摘要
摘要 本文提出了一种新颖的容量信用评估框架,旨在准确量化广义储能(GES)对资源充足性的贡献,同时考虑了战略性容量保留和决策依赖型不确定性(DDU)。为此,我们建立了一种面向市场的、风险规避的协调调度方法,以刻画GES在多市场环境下的可靠运行特性。所提出的方法与蒙特卡洛模拟过程依次结合实施,协调能量市场中的预调度价差套利与容量保留行为,以及容量市场调用期间以充足性为导向的再调度操作。除了运行状态和基准行为中的决策无关不确定性外,在再调度阶段,我们还通过所提出的基于数据驱动的分布鲁棒机会约束方法,显式地处理了GES固有的决策依赖型不确定性(即:可用放电容量受激励机制和累积不适感影响所产生的不确定性)。此外,引入了一种称为等效储能容量替代的容量信用指标,用于量化不确定的广义储能所对应的等效确定性储能容量。基于修改后的IEEE RTS-79标准系统并结合Elia电网20年实际数据的仿真结果表明,所提方法能够实现更准确的容量信用评估,并提升经济性能。研究发现,GES的容量信用随着战略性容量保留程度的增加而提高,但随着DDU水平的升高而降低。本文还分析了影响GES容量信用的关键因素,如容量保留行为和DDU结构,为容量市场的决策制定提供了深入洞察。
English Abstract
Abstract This paper proposes a novel capacity credit evaluation framework to accurately quantify the contribution of generalized energy storage (GES) to resource adequacy, considering both strategic capacity withholding and decision-dependent uncertainty (DDU). To this end, we establish a market-oriented risk-averse coordinated dispatch method to capture the cross-market reliable operation of GES. The proposed method is sequentially implemented along with the Monte Carlo simulation process, coordinating the pre-dispatched price arbitrage and capacity withholding in the energy market with adequacy-oriented re-dispatch during capacity market calls. In addition to decision-independent uncertainties in operational states and baseline behavior, we explicitly address the inherent DDU of GES (i.e., the uncertainty of available discharge capacity affected by the incentives and accumulated discomfort) during the re-dispatch stage using the proposed data-driven distributionally robust chance-constrained approach. Furthermore, a capacity credit metric called equivalent storage capacity substitution is introduced to quantify the equivalent deterministic storage capacity of uncertain GES. Simulations on the modified IEEE RTS-79 benchmark system with 20 years real-world data from Elia demonstrate that the proposed method yields accurate capacity credit and improved economic performance. We show that the capacity credit of GES increases with more strategic capacity withholding but decreases with more DDU levels. Key factors, such as capacity withholding and DDU structure impacting GES’s capacity credit are analyzed with insights into capacity market decision-making.
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SunView 深度解读
该容量信用评估框架对阳光电源ST系列储能变流器和PowerTitan系统具有重要价值。通过量化储能在容量市场中的战略弃置行为和决策依赖不确定性,可优化储能系统在能量套利与容量备用间的协调调度策略。建议将分布鲁棒机会约束方法集成至iSolarCloud平台,实现储能资产在现货市场与容量市场的跨市场优化运营,提升储能电站经济性和电网资源充裕性贡献度评估精度,支撑储能参与辅助服务市场的决策。