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Author:

Ma, Jieming (Ma, Jieming.) | Bi, Ziqiang (Bi, Ziqiang.) | Man, Ka Lok (Man, Ka Lok.) | Dai, Huan (Dai, Huan.) | Wu, Zhentian (Wu, Zhentian.)

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Abstract:

A photovoltaic (PV) plant is normally built in a fixed series-parallel configuration and its power-voltage characteristics often get complex with multiple peaks under partial shading scenarios. Therefore, identification of partial shading is important for monitoring and invoking maximum power pint estimation. This paper proposes a back-propagation neural network (BPNN) based partial shading identification method which locates shaded modules by using measured voltage data. Optimal sensor placement schemes are introduced to decrease the number of utilized voltage sensors, and meanwhile still keep a high identification performance. Experiments are conducted to evaluate the accuracy and effectiveness of the proposed identification method. © 2018 IEEE.

Keyword:

Backpropagation Neural networks Photovoltaic cells Torsional stress

Author Community:

  • [ 1 ] [Ma, Jieming]Dept. of Computer Science and Software Engineering, Xi'An Jiaotong-Liverpool University, Suzhou, China
  • [ 2 ] [Bi, Ziqiang]Dept. of Computer Science and Software Engineering, Xi'An Jiaotong-Liverpool University, Suzhou, China
  • [ 3 ] [Man, Ka Lok]Dept. of Computer Science and Software Engineering, Xi'An Jiaotong-Liverpool University, Suzhou, China
  • [ 4 ] [Dai, Huan]Sch. of Electronic and Information Engineering, Suzhou University of Science and Technology, Suzhou, China
  • [ 5 ] [Wu, Zhentian]Sch. of Electronic and Information Engineering, Suzhou University of Science and Technology, Suzhou, China

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Year: 2018

Page: 458-462

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 17

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