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基于功率型与能量型储能的混合储能系统优化调度与性能评估
Optimized scheduling and performance evaluation of hybrid energy storage systems with power-based and energy-based storage
| 作者 | Jiacheng Guo · Jun Chen · Hao Wuab · Jimin Zengc · Jinqing Peng |
| 期刊 | Applied Energy |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 395 卷 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 工商业光伏 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | Proposed an optimized scheduling method combining VMD and MILP. |
语言:
中文摘要
摘要 能源转型使得混合储能系统(HESS)在工业园区中日益重要。然而,目前仍缺乏系统性的研究来回答为何应在工业园区中实施混合储能系统这一问题。本研究开发了一种集成了超级电容器、锂离子电池、热储罐和冷冻水储冷装置的混合储能系统。提出了一种结合变分模态分解与混合整数线性规划的优化调度方法,该方法充分考虑了功率型储能与能量型储能方式之间的互补特性。从长期效益和不同场景下的短期调度两个角度,对混合储能系统的性能进行了系统性分析。结果表明,与仅采用锂离子电池储能的系统相比,该混合储能系统显著减少了碳排放(7.65 kg/m²,降低15.5%)和能源成本(1.11美元/m²,降低5.5%)。基于优化的运行策略展现出灵活响应实时电价和碳排放信号的能力,在多种场景下均实现了显著的经济性和碳减排效益。
English Abstract
Abstract Energy transitions have made hybrid energy storage systems (HESS) increasingly important in industrial parks. However, there is still a lack of systematic research and answers to the question of why HESSs should be implemented in industrial parks. This study developed a HESS integrating supercapacitors , lithium-ion batteries, thermal storage tanks, and chilled water storage. An optimized scheduling method combining variational mode decomposition and mixed-integer linear programming was proposed, considering the complementary characteristics of power-based and energy-based storage methods. The performance of the HESS was systematically analyzed from the perspectives of long-term benefits and short-term scheduling across different scenarios. The results showed that, the HESS significantly reduced carbon emissions (7.65 kg/m 2 , 15.5 %) and energy costs (1.11 USD/m 2 , 5.5 %), compared to that of lithium-ion battery storage systems. The optimization-based operational strategy demonstrated the ability to respond flexibly to real-time electricity prices and carbon emission signals, achieving significant economic and carbon reduction benefits across various scenarios.
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SunView 深度解读
该混合储能优化调度技术对阳光电源ST系列PCS及PowerTitan储能系统具有重要应用价值。研究验证了超级电容与锂电池混合配置在工商业场景的经济性(降本5.5%)和减碳效果(减排15.5%),可指导我司PowerTitan方案中功率型与能量型储能的容量配比优化。其基于VMD分解的混合整数线性规划调度策略,可集成至iSolarCloud平台,结合实时电价和碳排放信号实现多目标优化,提升工商业光储系统全生命周期收益,强化ST系列PCS在工业园区微电网的市场竞争力。