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考虑多重不确定性的海上风电驱动零碳港口微电网电-氢耦合储能双层优化
Electricity-hydrogen coupled energy storage bilevel optimization for offshore wind-powered zero‑carbon port microgrids considering multiple uncertainties
| 作者 | Mengshu Shia · Peilin Xieb · Lujin Yaoc · Hongye Guoa · Juan C.Vasquez · Josep M.Guerrerod · Chongqing Kanga |
| 期刊 | Applied Energy |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 401 卷 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 微电网 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | The day-ahead power-hydrogen demands of ship microgrids are considered for the ZCPMG resource allocation. |
语言:
中文摘要
摘要 零碳港口微电网(ZCPMGs)是海运交通系统中的关键能源枢纽,可保障能源供应安全并推动低碳发展。ZCPMGs通常依赖海上风力发电,并辅以储能系统,实现离网孤岛模式运行。以往的ZCPMGs主要关注电力供应,而随着船载微电网(SMGs)对氢气需求的增长,电-氢协同已成为不可或缺的趋势,这对电-氢耦合储能系统(EHCESs)的配置提出了更高要求。此外,海上风电、船舶负荷以及电价的不确定性显著增加了EHCES配置优化的复杂性。为应对上述挑战,本文提出一种双层优化模型:上层聚焦于EHCES的容量配置,下层则优化ZCPMG的日常运行策略。具体而言,本文构建了针对SMG的能量管理优化模型,以识别不同运行场景下的负荷需求,并建立了精细化的EHCES建模方法。该模型采用随机规划方法处理可再生能源出力的波动性,同时结合信息间隙决策理论(IGDT)应对船舶负荷与能源价格的极端不确定性。基于北欧某ZCPMG的实际案例开展仿真分析,结果表明,在机会型和确定型情景下,EHCES的投资具备经济可行性,但在鲁棒性条件下可行性较低。在各类不确定性因素中,电价波动对经济可行性的影响最为显著;相比之下,氢价和电转氢效率的影响较小,而电价对EHCES配置方案的可行性具有更显著的作用。
English Abstract
Abstract Zero‑carbon port microgrids (ZCPMGs) are essential energy hubs for maritime transportation, ensuring secure energy supplies and supporting low-carbon development. ZCPMGs typically rely on offshore wind power generation, complemented by energy storage systems, to operate in off-grid island mode. Previous ZCPMGs focused on electricity supply, and the rising hydrogen demand from shipboard microgrids (SMGs) makes electricity–hydrogen integration indispensable, placing greater demands on the configuration of electricity–hydrogen coupled energy storage systems (EHCESs). Furthermore, uncertainties associated with offshore wind power, ship load, and electricity prices significantly complicate the optimization of EHCES configurations. To address these challenges, a bilevel optimization model is proposed, with the upper layer focusing on the EHCES configuration and the lower layer on the daily operation of the ZCPMG. Specifically, an energy management optimization model is proposed for the SMG to identify load demands under various operating scenarios, accompanied by refined EHCES modeling. The model will be analyzed using stochastic programming to address renewable energy variability and information gap decision theory to manage extreme uncertainties in ship loads and energy prices. A case study based on an ZCPMG in northern Europe is conducted, and the results indicate that EHCES investments are economically viable under both opportunity and deterministic scenarios, although less under robust conditions. Among the uncertainties, energy price fluctuations exert the most significant influence on economic feasibility. Conversely, hydrogen prices and power-to‑hydrogen efficiency have minimal impacts, whereas electricity prices have a more substantial effect on the viability of EHCES configurations.
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SunView 深度解读
该零碳港口微电网电氢耦合储能技术对阳光电源ST系列储能变流器及PowerTitan系统具有重要应用价值。研究中的双层优化模型可为我司海上风电储能配置提供决策支持,特别是在应对可再生能源波动性方面,可结合GFM控制技术增强离网海岛模式稳定性。电氢耦合架构与我司充电桩业务形成协同,为船舶微电网供能场景提供解决方案。研究揭示的电价敏感性分析可优化iSolarCloud平台的能量管理策略,提升储能系统经济性。建议重点关注海上风电配储及港口综合能源管理市场机会。