PARAMETER IDENTIFICATION OF PHOTOVOLTAIC MODULES BASED ON LINEAR OPTIMIZATION ALGORITHM

Zhu Chen; Zhou Chuxiang; Li Jinze; Xu Jie

doi:10.19912/j.0254-0096.tynxb.2023-0650

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Acta Energiae Solaris Sinica ›› 2024, Vol. 45 ›› Issue (8) : 391-397. DOI: 10.19912/j.0254-0096.tynxb.2023-0650

PARAMETER IDENTIFICATION OF PHOTOVOLTAIC MODULES BASED ON LINEAR OPTIMIZATION ALGORITHM

Zhu Chen, Zhou Chuxiang, Li Jinze, Xu Jie

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Abstract

In order to improve the identification accuracy of single-diode model parameters for photovoltaic （PV） modules, a linear least squares algorithm for parameter identification is proposed by the linearization of current-voltage （I-V） characteristics of PV modules using the differential conductance information. The effectiveness of the algorithm is validated through indoor test data of the Photowatt-PWP 201 module, and the result shows that the algorithm has a higher accuracy than the existing typical algorithms such as special function method, Laplace transform method, and teaching and learning meta-heuristic method. Furthermore, the robustness of the algorithm is validated through continuous outdoor test data of the aSiMicro03036 module, and the result indicates that the PV parameters can be identified quickly and accurately under various irradiance and temperature conditions.

Key words

PV modules / parameter identification / current voltage characteristics / optimization / single-diode model

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Zhu Chen, Zhou Chuxiang, Li Jinze, Xu Jie. PARAMETER IDENTIFICATION OF PHOTOVOLTAIC MODULES BASED ON LINEAR OPTIMIZATION ALGORITHM[J]. Acta Energiae Solaris Sinica. 2024, 45(8): 391-397 https://doi.org/10.19912/j.0254-0096.tynxb.2023-0650

References

[1] MALLAPATY S.How China could be carbon neutral by mid-century[J]. Nature, 2020, 586(7830): 482-483.
[2] ABBASSI R, ABBASSI A, JEMLI M, et al.Identification of unknown parameters of solar cell models: a comprehensive overview of available approaches[J]. Renewable and sustainable energy reviews, 2018, 90: 453-474.
[3] ZHANG Y P, HAO P, LU H, et al.Modelling and estimating performance for PV module under varying operating conditions independent of reference condition[J]. Applied energy, 2022, 310: 118527.
[4] 范瑞祥, 尹国明, 苗洁蓉, 等. 基于参数辨识的光伏组件快速MPPT方法[J]. 太阳能学报, 2020, 41(2): 296-302.
FAN R X, YIN G M, MIAO J R, et al.A quick MPPT method of PV panel based on parameter identification[J]. Acta energiae solaris sinica, 2020, 41(2): 296-302.
[5] LI S J, GONG W Y, GU Q.A comprehensive survey on meta-heuristic algorithms for parameter extraction of photovoltaic models[J]. Renewable and sustainable energy reviews, 2021, 141: 110828.
[6] XU J.Separable nonlinear least squares search of parameter values in photovoltaic models[J]. IEEE journal of photovoltaics, 2022, 12(1): 372-380.
[7] 王玉玲, 孙以泽, 彭乐乐, 等. 基于Lambert W函数的太阳能电池组件参数确定法[J]. 物理学报, 2012, 61(24): 533-538.
WANG Y L, SUN Y Z, PENG L L, et al.Parameter extraction for photovoltaic module based on Lambert W function[J]. Acta physica sinica, 2012, 61(24): 533-538.
[8] ĆALASAN M, ABDEL ALEEM S H E, ZOBAA A F. On the root mean square error (RMSE) calculation for parameter estimation of photovoltaic models: a novel exact analytical solution based on Lambert W function[J]. Energy conversion and management, 2020, 210: 112716.
[9] LAUDANI A, RIGANTI FULGINEI F, SALVINI A.High performing extraction procedure for the one-diode model of a photovoltaic panel from experimental I-V curves by using reduced forms[J]. Solar energy, 2014, 103: 316-326.
[10] CÁRDENAS A A, CARRASCO M, MANCILLA-DAVID F, et al. Experimental parameter extraction in the single-diode photovoltaic model via a reduced-space search[J]. IEEE transactions on industrial electronics, 2017, 64(2): 1468-1476.
[11] LIM L H I, YE Z, YE J Y, et al. A linear identification of diode models from single I-V characteristics of PV panels[J]. IEEE transactions on industrial electronics, 2015, 62(7): 4181-4193.
[12] RAO R V, PATEL V.An improved teaching-learning-based optimization algorithm for solving unconstrained optimization problems[J]. Scientia iranica, 2013, 20(3): 710-720.
[13] CHEN X, YU K J, DU W L, et al.Parameters identification of solar cell models using generalized oppositional teaching learning based optimization[J]. Energy, 2016, 99: 170-180.
[14] 简献忠, 翁志远, 王如志. CIJAYA算法在光伏组件参数辨识中的应用[J]. 太阳能学报, 2021, 42(11): 19-26.
JIAN X Z, WENG Z Y, WANG R Z.CIJAYA algorithm for parameters identification of photovoltaic module model[J]. Acta energiae solaris sinica, 2021, 42(11): 19-26.
[15] 盛四清, 关皓闻, 雷业涛, 等. 基于混沌海鸥优化算法的含光伏发电系统负荷模型参数辨识[J]. 太阳能学报, 2022, 43(7): 64-72.
SHENG S Q, GUAN H W, LEI Y T, et al.Parameter identification of load model of photovoltaic power generation system based on chaotic seagull optimization algorithm[J]. Acta energiae solaris sinica, 2022, 43(7): 64-72.
[16] 刘宜罡, 邹应全, 张晓强, 等. 基于差分进化的光伏MPPT算法改进[J]. 太阳能学报, 2020, 41(6): 264-271.
LIU Y G, ZOU Y Q, ZHANG X Q, et al.An improved photovoltaic MPPT algorithm based on differential evolution algorithm[J]. Acta energiae solaris sinica, 2020, 41(6): 264-271.
[17] TOLEDO F J, BLANES J M, GALIANO V.Two-step linear least-squares method for photovoltaic single-diode model parameters extraction[J]. IEEE transactions on industrial electronics, 2018, 65(8): 6301-6308.
[18] 徐岩, 高兆, 朱晓荣. 基于混合蛙跳算法的光伏阵列参数辨识方法[J]. 太阳能学报, 2019, 40(7): 1903-1911.
XU Y, GAO Z, ZHU X R.Parameter identification method of potovoltaic array based on shuffled frog leaping algorithm[J]. Acta energiae solaris sinica, 2019, 40(7): 1903-1911.
[19] 曾一婕, 王龙, 黄超. 基于Jaya-DA算法的太阳电池模型参数辨识[J]. 太阳能学报, 2022, 43(2): 198-202.
ZENG Y J, WANG L, HUANG C.Parameter identification of solar cell model based on Jaya-DA algorithm[J]. Acta energiae solaris sinica, 2022, 43(2): 198-202.
[20] MARION B, ANDERBERG A, DELINE C, et al.New data set for validating PV module performance models[C]//2014 IEEE 40th Photovoltaic Specialist Conference (PVSC). Denver, CO, USA, 2014: 1362-1366.
[21] XU J, CHEN D Y, BAI G, et al.A separable nonlinear least squares approach for double-diode photovoltaic model parameter extraction[J]. Journal of renewable and sustainable energy, 2021, 13(4): 043503.