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author:

Lin, Hanwei (Lin, Hanwei.) [1] | Chen, Zhicong (Chen, Zhicong.) [2] (Scholars:陈志聪) | Wu, Lijun (Wu, Lijun.) [3] (Scholars:吴丽君) | Lin, Peijie (Lin, Peijie.) [4] | Cheng, Shuying (Cheng, Shuying.) [5] (Scholars:程树英)

Indexed by:

CPCI-S EI

Abstract:

The vast majority of photo voltaic (PV) arrays often work in harsh outdoor environment, and undergo various fault, such as local material aging, shading, open circuit, short circuit and so on. The generation of these fault will reduce the power generation efficiency, and even lead to fire disaster which threaten the safety of social property. In this paper, an on-line distributed monitoring system based on ZigBee wireless sensors network is designed to monitor the output current, voltage and irradiate of each PV module, and the temperature and the irradiate of the environment. A simulation PV module model is established, based on which some common faults are simulated and fault training samples are obtained. Finally, a genetic algorithm optimized Back Propagation (BP) neural network fault diagnosis model is built and trained by the fault samples data. Experiment result shows that the system can detect the common faults of PV array with high accuracy.

Keyword:

BP neural network Genetic algorithm PV module Zigbee

Community:

  • [ 1 ] [Lin, Hanwei]Fuzhou Univ, Fuzhou 350108, Fujian, Peoples R China
  • [ 2 ] [Chen, Zhicong]Fuzhou Univ, Fuzhou 350108, Fujian, Peoples R China
  • [ 3 ] [Wu, Lijun]Fuzhou Univ, Fuzhou 350108, Fujian, Peoples R China
  • [ 4 ] [Lin, Peijie]Fuzhou Univ, Fuzhou 350108, Fujian, Peoples R China
  • [ 5 ] [Cheng, Shuying]Fuzhou Univ, Fuzhou 350108, Fujian, Peoples R China

Reprint 's Address:

  • 陈志聪

    [Chen, Zhicong]Fuzhou Univ, Qi Shan Campus,2 Xue Yuan Rd, Fuzhou 350108, Fujian, Peoples R China

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Source :

MULTI-DISCIPLINARY TRENDS IN ARTIFICIAL INTELLIGENCE, MIWAI 2015

ISSN: 0302-9743

Year: 2015

Volume: 9426

Page: 102-112

Language: English

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count: 12

SCOPUS Cited Count: 14

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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