A Novel Adaptive Neural MPPT Algorithm for Photovoltaic System

被引:1
|
作者
Allahyari, S. A. [1 ]
Taheri, N. [2 ]
Zadehbagheri, M. [3 ]
Rahimkhani, Z. [4 ]
机构
[1] Islamic Azad Univ, Mehriz Branch, Mehriz, Iran
[2] Tech & Vocat Univ, Elect Engn Dept, Sabzevar, Iran
[3] Islamic Azad Univ, Yasouj Branch, Yasuj, Kohgiloyeh & Bo, Iran
[4] Islamic Azad Univ, Sarvestan Branch, Sarvestan, Iran
关键词
Photovoltaic systems; adaptive neural networks; MPPT algorithm;
D O I
10.15282/ijame.15.3.2018.2.0417
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper presents a novel adaptive neural network (ANN) for maximum power point tracking (MPPT) in photovoltaic (PV) systems under variable working conditions. The ANN-based MPPT model includes two separate NNs for PV system identification and control. NNs are trained by using of a novel back propagation algorithm in pre/ post control phases. Because of online optimal performance of NNs, the proposed method, not only overcome the common drawbacks of the conventional MPPT methods, but also gives a simple and a robust MPPT scheme. Simulation results, which carried on MATLAB, show that proposed controller is the most effective in comparison with conventional MPPT approaches.
引用
收藏
页码:5421 / 5434
页数:14
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