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储能系统技术
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关于退化建模在包含可再生能源与储能的混合能源系统鲁棒设计中的重要性
On the importance of degradation modeling for the robust design of hybrid energy systems including renewables and storage
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中文摘要
摘要 由于额外的复杂性和计算成本,迄今为止大多数关于混合能源系统的经济技术分析都忽略了组件的长期性能衰减。本研究提出了一种新颖的模拟方法,该方法在考虑退化效应的同时保持了合理的计算成本,相较于完整的基于物理机制的模型实现了88.5%的时间节省,而在估计长期影响时仅引入0.015%的误差。所提出的方法通过一个实际案例研究——即提洛斯岛混合能源系统的升级改造,以实现完全能源自给——进行了验证,该系统依靠光伏和风能发电,并由锂离子电池与氢链系统(电解槽、压缩机、储氢罐和燃料电池)组合提供支持。该新型模拟方法被集成到一个随机优化框架中,旨在最小化满足全岛能源需求的总成本。经济性分析还辅以对可再生能源和储能组件平均市场价格的深入市场调研。首先且最重要的是,本研究表明,考虑组件退化是获得能够满足可再生能源系统长期需求的鲁棒且可持续能源系统的绝对必要条件,而所提出的模拟方法恰好满足这一目标。针对该案例的研究结果表明,将氢链作为季节性储能纳入系统可带来更具成本效益的解决方案,使总成本降低17.5%。与简化方法的对比显示,忽略退化效应会导致能源成本估算出现显著偏差(平均偏高10.2%),并导致关键设备设计容量不足:电解槽平均偏低103.1%,储氢罐偏低31.5%,电池偏低59.6%,燃料电池最大偏低达7.7%。
English Abstract
Abstract Due to additional complexity and computational cost, most of the techno-economic analyses presented to date on hybrid energy systems overlooked the long-term performance decay of components. This study introduces a novel simulation approach that accounts for degradation effects while maintaining a reasonable computational cost, achieving a 88.5 % time reduction in comparison to complete physics-based models, while introducing only a 0.015 % error in estimating long-term impacts. The proposed approach is tested against standard simulation methods using a real-world case study, i.e., the upgrade of the hybrid energy system on the island of Tilos to achieve full energy self-sufficiency through photovoltaic and wind power, supported by a combination of Lithium-Ion batteries and a hydrogen chain (electrolyzer, compressor, tank, and fuel cell). The novel simulation approach was integrated into a stochastic optimization framework aimed at minimizing the cost of supplying the entire energy request from the island. The economic analysis is also supported by an in-depth market review of average prices for RES and storage components. First, and most importantly, the study demonstrates that accounting for components' degradation is an absolute requirement to get robust and sustainable energy systems capable of meeting the long-term demands of renewable energy systems. The proposed approach is shown to perfectly fit this scope. Results on then selected case study indicate that incorporating a hydrogen chain as seasonal storage leads to more cost-effective solutions, reducing the cost by 17.5 %. The comparison with a simplified method reveals that ignoring degradation can lead to substantial errors in estimating the energy cost (by an average of 10.2 %) and undersized designs: 103.1 % on average for the electrolyzer, 31.5 % for the H 2 tank, 59.6 % for the battery, and up to 7.7 % for the fuel cell.
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SunView 深度解读
该退化建模研究对阳光电源储能系统设计具有重要价值。研究揭示忽略退化会导致电解槽低估103%、储氢罐低估31.5%、电池低估59.6%,这直接关系到PowerTitan储能系统和ST系列PCS的容量配置准确性。建议将该快速退化仿真方法集成到iSolarCloud平台,结合实际运行数据优化光储氢混合系统的全生命周期经济性评估,特别是针对海岛微网等长周期储能场景,提升系统设计鲁棒性并降低17.5%的能源成本。