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计及电化学-热耦合寿命损耗的储能电站多时间尺度套利与调频联合优化策略

Multi-Time-Scale Arbitrage and Frequency Regulation Joint Optimization Strategy for Energy Storage Stations Considering Electrochemical-Thermal Coupled Lifetime Loss

  • 摘要: 储能电站在电力市场中同时参与电能量套利和频率调节两类服务时,不同服务的充放电深度、倍率和温度应力不同,引发的电池老化速率差异可达3~5倍。现有储能优化模型普遍将寿命损耗简化为固定循环次数或线性折旧,忽略了电化学-热耦合退化机制与市场决策之间的双向反馈。本文旨在构建“电化学退化模型→多市场联合出清→三层优化配置”的递进分析框架。方法 基于单粒子模型与热平衡方程建立SEI膜增长主导的容量衰减模型,显式表达温度、倍率和放电深度(DOD)三因素的耦合影响。将退化模型嵌入多时间尺度随机规划——上层优化储能配置,中层在日前-日内-实时三级市场联合出清中分配套利与调频容量,下层以分钟级滚动优化实现实时功率分配,设计基于SQP与DP的混合求解算法。结果 以100MW/200MWh磷酸铁锂储能电站为算例,采用PJM市场两年真实数据仿真。考虑电化学-热耦合退化后,储能最优配置容量较传统模型低18%,全生命周期净收益提高23%。最优服务组合为调频占65%~70%、套利占30%~35%。环境温度从25℃升至40℃时,最优DOD上限应从80%降至55%。结论 电化学-热耦合退化模型能够显著改善储能的配置经济性和运行寿命,差异化服务组合策略可为储能投资者提供更为精准的全生命周期收益评估工具。提出的“电化学退化→多市场出清→三层优化”框架可为储能差异化服务组合提供物理-经济双重依据。

     

    Abstract: Battery energy storage systems participating in both energy arbitrage and frequency regulation face a core contradiction—different services have distinct depth-of-discharge, C-rate, and thermal stress profiles, causing 3-5x differences in degradation rates. This paper constructs a “electrochemical degradation→multi-market clearing→three-layer optimization” progressive framework.Methods A single-particle model with thermal balance establishes an SEI-dominated capacity fade model explicitly coupling temperature, C-rate, and DOD. The degradation model is embedded in a three-layer stochastic optimization: upper layer optimizes storage sizing for lifecycle NPV, middle layer allocates energy and regulation capacities across day-ahead/intraday/real-time markets, and lower layer handles minute-level real-time power dispatch. An SQP-DP hybrid algorithm is designed for the nonlinear high-dimensional model.Results For a 100MW/200MWh LFP plant with two years of PJM data, optimal sizing is 18% lower than the linear depreciation model, with 23% higher lifecycle NPV. Optimal service mix is 65-70% regulation and 30-35% arbitrage. When ambient temperature rises from 25°C to 40°C, optimal DOD should decrease from 80% to 55%.Conclusions The electrochemical-thermal coupled degradation model significantly improves storage sizing economics and operational lifetime. The differentiated service mix strategy provides storage investors with a more accurate lifecycle value assessment tool.

     

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