System Identification Based ARV-MPPT Technique for PV Systems Under Variable Atmospheric Conditions

多项式的 最大功率点跟踪 控制理论(社会学) 光伏系统 非线性系统 计算机科学 MATLAB语言 电压 太阳辐照度 辐照度 算法 数学 人工智能 工程类 气象学 控制(管理) 操作系统 数学分析 物理 电气工程 量子力学 逆变器
作者
Ahmet Gündoğdu
出处
期刊:IEEE Access [Institute of Electrical and Electronics Engineers]
卷期号:10: 51325-51342 被引量:12
标识
DOI:10.1109/access.2022.3174107
摘要

Different tracking algorithms have been developed to obtain maximum efficiency from the PV power systems under changing atmospheric conditions. Some of these algorithms are effective under uniform irradiance, while the others are effective under partial shading conditions. In this study, a new MPPT method designed with System Identification-SI and named SI-based polynomial ARV is proposed for a PV system under uniform irradiance. The recommended method is also an adaptive reference voltage-ARV-based method. In this method, the model in which the reference voltage is obtained has a simple polynomial structure. This polynomial model has been obtained by assuming that the PV system is a nonlinear black-box type system. The input-output data, which are required for modeling, were created in MATLAB/Simulink environment. Then, by using these data with SI-Toolbox, the mathematical model of the PV system in polynomial structure giving the input-output relationship was obtained. T temperature information was used as model input, which was the generated reference voltage. Simulation studies were carried out under two different changing atmospheric scenarios; and the performance of the proposed method was analyzed. The obtained results were compared with perturb & observe-PO, incremental conductance-IC, constant voltage reference-CVR, artificial neural network-ANN-based ARV, and SI-based nonlinear ARV methods. All simulation results showed that the recommended method is simple structured, applicable, and has high performance.

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