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太阳能电池电流-电压特性的近似解析解:一种具有两种新方法的四二极管模型
Approximate analytical solutions for solar cell current-voltage characteristics: A four-diode model with two novel approaches
| 作者 | Martin P. Calasan · Snežana Vujošević · Ivana RadonjićMitić |
| 期刊 | Energy Conversion and Management |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 334 卷 |
| 技术分类 | 光伏发电技术 |
| 技术标签 | 储能系统 SiC器件 |
| 相关度评分 | ★★★★ 4.0 / 5.0 |
| 关键词 | Two approximate analytical models are proposed to describe the I-V characteristics of solar cells. |
语言:
中文摘要
在现有文献中,存在三种基本的太阳能电池模型——单二极管模型(SDM)、双二极管模型(DDM)和三二极管模型(TDM)。最近,为了进一步改进对太阳能电池中复合和损耗过程的描述,提出了四二极管模型(FDM)。然而,该模型尚未从电流-电压(I-V)特性解析建模的角度进行分析。在本研究中,提出了两种基于Lambert W函数的近似解析模型,用于描述太阳能电池的I-V特性。为确保参数估计的准确性和高效性,采用了先进的优化技术。对所提出的建模方法及所采用优化算法的全面评估表明,这些方法非常有效,在参数精度方面实现了显著提升,某些情况下提升幅度超过50%。此外,所提出的方法已在基于不同制造技术的太阳能电池以及极端工作条件下进行了测试,验证了其鲁棒性和广泛适用性。为进一步展示FDM模型所提近似解的准确性和高效性,还分析了安装在塞尔维亚尼什市科学与数学学院大楼上的太阳能电池板的实际测量实验结果。这些研究成果推动了太阳能电池解析建模的发展,为科研和实际应用提供了更精确且计算效率更高的方法。
English Abstract
Abstract In the available literature, there are three basic solar cell models—the Single Diode Model (SDM), Double Diode Model (DDM), and Triple Diode Model (TDM). Recently, the Four-Diode Model (FDM) has been introduced to further improve the representation of recombination and loss processes in solar cells. However, this model has not been analyzed from the perspective of analytical modeling of the current–voltage (I-V) characteristics. In this study, two approximate analytical models are proposed to describe the I-V characteristics of solar cells using the Lambert W function. To ensure accurate and efficient parameter estimation, advanced optimization techniques have been applied. A comprehensive evaluation of the proposed modeling approaches and the employed optimization methods demonstrates their effectiveness, leading to significant improvements in parameter accuracy, with enhancements exceeding 50% in certain cases. Furthermore, the proposed solutions have been tested on solar cells based on different fabrication technologies and under extreme operating conditions, confirming their robustness and broad applicability. Additionally, to demonstrate the accuracy and efficiency of the proposed approximate solutions of the FDM model, experimental results measured on solar panels installed on the building of the Faculty of Sciences and Mathematics in Niš, Serbia, were also analyzed. These findings contribute to the advancement of analytical solar cell modeling, offering more precise and computationally efficient methods for both research and practical applications.
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SunView 深度解读
该四二极管光伏电池解析建模技术对阳光电源SG系列逆变器的MPPT算法优化具有重要价值。通过Lambert W函数实现的I-V特性精确建模,参数精度提升超50%,可显著改进逆变器在极端工况下的最大功率点追踪效率。该解析方法计算效率高,适合集成到iSolarCloud平台的预测性维护模块,实现组件性能实时评估与故障诊断。同时为ST系列储能变流器的光储协同控制提供更精准的光伏出力预测模型,提升系统整体能量管理效能。