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光伏发电技术 ★ 5.0

通过超椭圆模型的渐近解对太阳能电池I-V特性进行参数化

Parametrization of _I-V_ characteristics of solar cells via asymptotics solutions of the super-ellipse model

作者 José G.Tirado-Serrato · Alfredo Sanchez · Serguei Maximov
期刊 Solar Energy
出版日期 2025年1月
卷/期 第 300 卷
技术分类 光伏发电技术
相关度评分 ★★★★★ 5.0 / 5.0
关键词 Analytical method to parameterize the super-ellipse model in PV modules is proposed.
语言:

中文摘要

摘要 计算I-V特性曲线对于与光伏组件设计、尺寸确定和仿真相关的任务至关重要,因为它使研究人员能够在变化的天气条件下评估不同光伏技术的性能。一种简单且计算效率高的I-V曲线计算方法是使用显式的超椭圆模型。然而,该模型的参数化过程较为复杂,因其需要数值求解复杂的非线性方程组。针对这一问题,本文提出了用于超椭圆模型参数化的解析方法。开发了两种方法:一种利用最大功率点(MPP),另一种采用I-V曲线上的两个测量点。这些方法通过渐近近似来求解方程,避免了计算密集型的数值技术。该模型在六种光伏技术和18种气象与辐照条件下通过实验数据进行了验证,并以均方根误差(RMSE)作为评估指标。结果表明,所提出的渐近解方法在性能上可与数值方法相媲美,同时具有更高的简洁性和计算效率;其中基于MPP的方法RMSE小于0.0705 W,而基于I-V曲线上两个测量点的方法RMSE为0.027 A。此外,验证了该模型符合IEC EN 50530标准。本研究还揭示了超椭圆模型参数与辐照度和温度之间的依赖关系。所提出的两种方法克服了先前模型的局限性,增强了在多种运行工况下对I-V曲线的表征能力。

English Abstract

Abstract The computation of I-V characteristic curves is vitally important for tasks related to the design, sizing, and simulation of photovoltaic modules, as it allows them to evaluate the performance of different PV technologies under changing weather conditions. A simple and computationally efficient way to calculate I-V curves involves using the explicit super-ellipse model. However, this model is complicated to parameterize, as it requires numerically solving complicated systems of nonlinear equations. In response to this problem, this paper presents analytical methodologies for parameterizing the super-ellipse model. Two approaches are developed: one utilizing the maximum power point (MPP) and another employing two measured points from the I-V curve. The methods use asymptotic approximations to solve the equations, avoiding computationally intensive numerical techniques. The model is validated with experimental corresponding to six PV technologies and 18 weather and irradiance conditions using RMSE as the evaluation metric. The results show that the asymptotic solutions achieve performance comparable to numerical methods while offering simplicity and computational efficiency, presenting a RMSE of less than 0.0705 W for the methodology that uses the MPP and 0.027 A for the one that uses the measurement of two points on the I-V curve. In addition, it was verified that this model complies with the IEC EN 50530 standard. This study also shows the dependencies of Super-ellipse model parameters with irradiance and temperature. The proposed approaches address limitations of prior models, and enhance the representation of I-V curves under diverse operational scenarios.
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SunView 深度解读

该I-V曲线超椭圆模型参数化方法对阳光电源SG系列光伏逆变器的MPPT优化具有重要价值。通过最大功率点和双点测量的渐近解析方法,可显著提升MPPT算法的计算效率和实时性,误差仅0.0705W且符合IEC EN 50530标准。该技术可集成至iSolarCloud平台,实现不同光伏技术在多变气象条件下的性能预测与优化控制,为逆变器设计、系统仿真及智能运维提供高效建模工具,特别适用于1500V高压系统的快速功率跟踪场景。