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    基于Nelder-Mead的光储一体化系统转换效率和储能容量协调优化研究

    Coordinated Optimization of Conversion Efficiency and Energy Storage Capacity of Integrated Light Storage System Based on Nelder-Mead

    • 摘要: 随着全球对可再生能源需求的日益增长, 光储一体化系统作为一种重要的能源转换和储存技术, 备受关注。然而, 如何在保证高效能量转换的同时, 优化储能能力, 仍然是一个亟待解决的挑战。提出了一种基于光纤耦合与热光电技术的光储一体化系统的优化策略, 利用光纤集中器与菲涅尔透镜实现太阳能的高效聚集与传输, 并通过光谱选择性滤光器减少辐射损失, 提高光伏电池的能量转换效率。通过优化系统中的几何参数、光伏电池的能带间隙以及光谱选择性滤光器的截止能量, 并采用Nelder-Mead算法对上述参数进行迭代优化。实验表明, 在5倍太阳光浓缩比和相变材料长度为10 cm的条件下, 系统的能量转换效率从27.5% 提高到30.7%, 同时储能能力保持在82%。这些研究成果为未来光储一体化系统的高效能量转换与储能提供了理论支持和工程实践价值。

       

      Abstract: With the growing global demand for renewable energy, integrated photovoltaic-thermal energy storage systems have gained significant attention as an important technology for energy conversion and storage. However, optimizing energy storage capacity while ensuring high energy conversion efficiency remains a critical challenge that needs to be addressed. This paper proposes an optimization strategy for an integrated photo-thermal energy storage system based on fiber coupling and thermophotovoltaic technology. It employs fiber concentrators and Fresnel lenses for efficient solar energy collection and transmission, while the spectral selective filter reduces radiative losses, enhancing the energy conversion efficiency of photovoltaic cells. By optimizing the system's geometric parameters, the photovoltaic cell's bandgap, and the cut-off energy of the spectral selective filter, and using the Nelder-Mead algorithm for iterative optimization of key parameters, significant performance improvements have been achieved. Experimental results show that under a 5× solar concentration ratio and with a phase change material length of 10 cm, the system's energy conversion efficiency increased from 27.5% to 30.7%, while the energy storage capacity remained at 82%. These research results provide theoretical support and engineering practical value for the efficient energy conversion and storage of future integrated light storage systems.

       

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