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储能系统技术 储能系统 ★ 5.0

风-光-盐穴储能系统运行的综合分析

Comprehensive analysis of wind-solar-salt cavern energy storage system operations: A case study on Tai’an salt cavern

作者 Yanhao Ning · Fei Wua · Renbo Gaoa · Jie Chena · Cunbao Lic
期刊 Energy Conversion and Management
出版日期 2025年1月
卷/期 第 344 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 Neural networks enhance energy dispatch by accurately predicting wind and solar output.
语言:

中文摘要

多能集成系统通过优化能源配置与调度,实现多元化、协同化的能源利用,是推动能源转型、绿色发展和应对气候变化的重要途径。本研究强调了储能技术在可再生能源并网中的关键作用,并以山东省盐穴为例开展案例研究。构建了一个融合风电、光伏、氢能及盐穴储能的综合能源规划模型,采用神经网络预测风能与太阳能发电量,建立优化的指标体系与目标函数,并结合粒子群优化算法与CPLEX求解器进行求解,实现了多层级优化与多时间尺度的能源调度分析。结果表明,系统可实现月均减排20至30千吨二氧化碳,并带来超过100万美元的经济效益。最后,基于简化后的泰安盐穴模型开展FLAC3D数值模拟,研究在优化调度条件下的长期蠕变与变形特性。短期优化调度引起的内部压力波动对盐穴塑性变形影响较小,而维持约8 MPa的最低运行压力有利于保障盐穴的长期稳定性。上述结果为盐穴氢气储能的安全长效运行提供了实证依据,也为综合能源系统规划提供了理论基础,进一步深化了对地质氢气储存安全性的理解。

English Abstract

Abstract Integrated multi-energy systems optimize energy allocation and scheduling to achieve diversified, synergistic energy use, representing a vital approach for energy transition, green development, and climate change mitigation. This study emphasizes the critical role of energy storage technologies in renewable energy grid integration, illustrated by a case study of salt caverns in Shandong Province. An integrated energy planning model combining wind, solar, hydrogen, and salt cavern storage was developed. Neural networks forecast wind and solar power generation. An optimized indicator framework and objective functions were established and solved using particle swarm optimization and the CPLEX solver, enabling multilevel optimization and multi-timescale energy dispatch analysis. Results show an average monthly emission reduction of 20–30 kilotons and economic benefits exceeding 1 million USD. Finally, FLAC3D simulations on a simplified Tai’an salt cavern model investigated long-term creep and deformation under optimized dispatch conditions. Short-term internal pressure fluctuations caused by optimization have minimal impact on cavern plastic deformation, while a minimum operational pressure near 8 MPa supports long-term cavern stability. These findings provide empirical evidence for the safe long-term operation of salt cavern hydrogen storage, laying a theoretical foundation for integrated energy system planning and advancing understanding of geological hydrogen storage safety.
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SunView 深度解读

该风光-盐穴储能系统研究对阳光电源多能互补解决方案具有重要参考价值。泰安盐穴案例验证了长时储能在新能源消纳中的关键作用,与我司PowerTitan储能系统形成互补:盐穴适合季节性大容量储氢,PowerTitan擅长日内调峰调频。研究采用的神经网络预测和粒子群优化算法可融入iSolarCloud平台,提升多时间尺度能量调度能力。月均减排2-3万吨、经济效益超百万美元的数据,为我司推广风光储氢一体化方案提供了量化依据,特别适用于山东等盐穴资源丰富地区的综合能源项目开发。