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Solar Array Fault Detection using Neural Networks

Published on May 1, 2019
· DOI :10.1109/ICPHYS.2019.8780208
Sunil Rao4
Estimated H-index: 4
(ASU: Arizona State University),
Andreas Spanias28
Estimated H-index: 28
(ASU: Arizona State University),
Cihan Tepedelenlioglu26
Estimated H-index: 26
(ASU: Arizona State University)
Abstract
In this paper, we describe a Cyber-Physical system approach to fault detection in Photovoltaic (PV) arrays. More specifically, we explore customized neural network algorithms for fault detection from monitoring devices that sense data and actuate at each individual panel. We develop a framework for the use of feedforward neural networks for fault detection and identification. Our approach promises to improve efficiency by detecting and identifying eight different faults and commonly occurring conditions that affect power output in utility scale PV arrays.
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  • Citations (1)
References29
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May 1, 2019 in ICASSP (International Conference on Acoustics, Speech, and Signal Processing)
#1Raksha Ramakrishna (ASU: Arizona State University)H-Index: 2
#2Anna Scaglione (ASU: Arizona State University)H-Index: 48
Last.Cihan Tepedelenlioglu (ASU: Arizona State University)H-Index: 26
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2 CitationsSource
#1Huan Song (ASU: Arizona State University)H-Index: 4
#2Jayaraman J. Thiagarajan (LLNL: Lawrence Livermore National Laboratory)H-Index: 14
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 28
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10 CitationsSource
#1Farib Khondoker (ASU: Arizona State University)H-Index: 1
#2Sunil Rao (ASU: Arizona State University)H-Index: 4
Last.Cihan Tepedelenlioglu (ASU: Arizona State University)H-Index: 26
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2 CitationsSource
#1Sameeksha Katoch (ASU: Arizona State University)H-Index: 3
#2Gowtham Muniraju (ASU: Arizona State University)H-Index: 3
Last.Devarajan SrinivasanH-Index: 5
view all 8 authors...
7 CitationsSource
#1Michael T. McCann (EPFL: École Polytechnique Fédérale de Lausanne)H-Index: 9
#2Kyong Hwan Jin (EPFL: École Polytechnique Fédérale de Lausanne)H-Index: 14
Last.Michael Unser (EPFL: École Polytechnique Fédérale de Lausanne)H-Index: 86
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100 CitationsSource
#1Zhicong Chen (FZU: Fuzhou University)H-Index: 8
#2Lijun Wu (FZU: Fuzhou University)H-Index: 10
Last.Wencheng Lin (FZU: Fuzhou University)H-Index: 2
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44 CitationsSource
#1Andreas Spanias (ASU: Arizona State University)H-Index: 28
11 CitationsSource
#1Diego Oliva (Monterrey Institute of Technology and Higher Education, Guadalajara)H-Index: 13
#2Mohamed Abd El Aziz (Zagazig University)H-Index: 11
Last.Aboul Ella Hassanien (Cairo University)H-Index: 34
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92 CitationsSource
#1Uday Shankar Shanthamallu (ASU: Arizona State University)H-Index: 2
#2Andreas Spanias (ASU: Arizona State University)H-Index: 28
Last.Mike Stanley (NXP Semiconductors)H-Index: 1
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26 CitationsSource
#1Sunil Rao (ASU: Arizona State University)H-Index: 4
#2Sameeksha Katoch (ASU: Arizona State University)H-Index: 3
Last.Devarajan SrinivasanH-Index: 5
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10 CitationsSource
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#1Vivek Sivaraman Narayanaswamy (ASU: Arizona State University)H-Index: 1
#2Raja Ayyanar (ASU: Arizona State University)H-Index: 25
Last.Devarajan SrinivasanH-Index: 5
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