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author:

Wu, Yue (Wu, Yue.) [1] | Chen, Zhicong (Chen, Zhicong.) [2] (Scholars:陈志聪) | Wu, Lijun (Wu, Lijun.) [3] (Scholars:吴丽君) | Lin, Peijie (Lin, Peijie.) [4] (Scholars:林培杰) | Cheng, Shuying (Cheng, Shuying.) [5] (Scholars:程树英) | Lu, Peimin (Lu, Peimin.) [6] (Scholars:陆培民)

Indexed by:

CPCI-S EI Scopus

Abstract:

In this paper, based on an improved radial basis function (RBF) kernel extreme learning machine (ELM) optimized by simulated annealing algorithm, a novel intelligent fault diagnosis approach for photovoltaic (PV) array is proposed. Firstly, three common PV array faults are analyzed in detailed. And then, the ELM is proposed to automatically detect the faults of PV array. Moreover, simulated annealing (SA) algorithm is exploited to optimize the parameters of RBF-ELM model. Finally, a simulation experiment is carried out to verify the proposed SA-RBF-ELM and the result shows that the proposed SA-RBF-ELM approach can quickly and accurately identify the typical PV faults including short circuit, aging and partial shadow. (C) 2016 The Authors. Published by Elsevier Ltd.

Keyword:

Fault diagnosis Kernel extreme learning machine Model parameters PV array Simulated annealing

Community:

  • [ 1 ] [Wu, Yue]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China
  • [ 2 ] [Chen, Zhicong]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China
  • [ 3 ] [Wu, Lijun]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China
  • [ 4 ] [Lin, Peijie]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China
  • [ 5 ] [Cheng, Shuying]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China
  • [ 6 ] [Lu, Peimin]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China
  • [ 7 ] [Wu, Yue]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China
  • [ 8 ] [Chen, Zhicong]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China
  • [ 9 ] [Wu, Lijun]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China
  • [ 10 ] [Lin, Peijie]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China
  • [ 11 ] [Cheng, Shuying]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China

Reprint 's Address:

  • 陈志聪 程树英

    [Chen, Zhicong]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China;;[Cheng, Shuying]Fuzhou Univ, Coll Phys & Informat Engn, Inst Micronano Devices & Solar Cells, 2 XueYuan Rd, Fuzhou 350116, Peoples R China;;[Chen, Zhicong]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China;;[Cheng, Shuying]Jiangsu Collaborat Innovat Ctr Photovolta Sci & E, Changzhou 213164, Peoples R China

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Source :

8TH INTERNATIONAL CONFERENCE ON APPLIED ENERGY (ICAE2016)

ISSN: 1876-6102

Year: 2017

Volume: 105

Page: 1070-1076

Language: English

Cited Count:

WoS CC Cited Count: 44

SCOPUS Cited Count: 49

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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