Deep learning‐based automatic detection of multitype defects in photovoltaic modules and application in real production line
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journal
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January 2021 |
pvOps: Improving Operational Assessments through Data Fusion
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conference
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June 2021 |
Experimental Methods to Replicate Power Loss of PV Modules in the Field for the Purpose of Fault Detection Algorithm Development
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conference
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June 2019 |
Low-Cost I–V Tracer for PV Modules under Real Operating Conditions
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journal
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August 2020 |
Fault diagnosis of Photovoltaic Modules
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journal
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March 2019 |
Deep‐learning‐based pipeline for module power prediction from electroluminescense measurements
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journal
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May 2021 |
A Novel Convolutional Neural Network-Based Approach for Fault Classification in Photovoltaic Arrays
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journal
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January 2020 |
Modeling and Health Monitoring of DC Side of Photovoltaic Array
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journal
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October 2015 |
Fault diagnosis for photovoltaic array based on convolutional neural network and electrical time series graph
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journal
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September 2019 |
Analytic $I_{\text{sc}}$–$V_{\text{oc}}$ Method and Power Loss Modes From Outdoor Time-Series $I$–$V$ Curves
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journal
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September 2020 |
An assessment of the value of principal component analysis for photovoltaic IV trace classification of physically-induced failures
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conference
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June 2020 |
The Impact of Cracked Solar Cells on Solar Panel Energy Delivery
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conference
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June 2020 |
Photovoltaic Module Current Mismatch Fault Diagnosis Based on I-V Data
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journal
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May 2021 |
A Novel Fault Identification Method for Photovoltaic Array via Convolutional Neural Network and Residual Gated Recurrent Unit
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journal
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January 2020 |
Recent advances in failure diagnosis techniques based on performance data analysis for grid-connected photovoltaic systems
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journal
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April 2019 |
Detecting loss mechanisms of c-Si PV modules in-situ I-V measurement
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conference
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September 2016 |
PV field reliability status—Analysis of 100 000 solar systems
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journal
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March 2020 |
Monitoring and Fault Detection in Photovoltaic Systems Based On Inverter Measured String I-V Curves
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text
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January 2015 |
Computer simulation of the effects of electrical mismatches in photovoltaic cell interconnection circuits
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journal
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October 1988 |
Impact of Energy Losses Due to Failures on Photovoltaic Plant Energy Balance
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journal
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February 2018 |
A comprehensive review on protection challenges and fault diagnosis in PV systems
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journal
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August 2018 |
Manufacturing metrology for c-Si photovoltaic module reliability and durability, Part I: Feedstock, crystallization and wafering
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journal
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June 2016 |
pvlib python: a python package for modeling solar energy systems
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journal
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September 2018 |
Machine Learning in PV Fault Detection, Diagnostics and Prognostics: A Review
- Rodrigues, Sandy; Ramos, Helena Geirinhas; Morgado-Dias, F.
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2017 IEEE 44th Photovoltaic Specialists Conference (PVSC), 2017 IEEE 44th Photovoltaic Specialist Conference (PVSC)
https://doi.org/10.1109/PVSC.2017.8366581
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conference
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June 2017 |
Deep learning based automatic defect identification of photovoltaic module using electroluminescence images
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journal
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May 2020 |
Computer vision tool for detection, mapping, and fault classification of photovoltaics modules in aerial IR videos
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journal
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July 2021 |
An enhanced machine learning based approach for failures detection and diagnosis of PV systems
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journal
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November 2017 |
Data-Driven $I$–$V$ Feature Extraction for Photovoltaic Modules
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journal
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September 2019 |
Identifying Degradation Modes of Photovoltaic Modules Using Unsupervised Machine Learning on Electroluminescense Images
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conference
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June 2020 |
Generalized and Mechanistic PV Module Performance Prediction From Computer Vision and Machine Learning on Electroluminescence Images
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journal
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May 2020 |
Identification of technical risks in the photovoltaic value chain and quantification of the economic impact: Economic impact of technical risks in photovoltaic plants
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journal
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January 2017 |
A comprehensive study on different types of faults and detection techniques for solar photovoltaic system
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journal
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December 2017 |
Application of Artificial Neural Networks to photovoltaic fault detection and diagnosis: A review
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journal
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March 2021 |
Review and Performance Evaluation of Photovoltaic Array Fault Detection and Diagnosis Techniques
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journal
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February 2019 |
Newly-Designed Fault Diagnostic Method for Solar Photovoltaic Generation System Based on IV-Curve Measurement
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journal
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January 2019 |
A novel fault diagnosis technique for photovoltaic systems based on artificial neural networks
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journal
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May 2016 |
Neural Network-Based Classification of String-Level IV Curves From Physically-Induced Failures of Photovoltaic Modules
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journal
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January 2020 |
Photovoltaic defect classification through thermal infrared imaging using a machine learning approach
- Dunderdale, Christopher; Brettenny, Warren; Clohessy, Chantelle
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Progress in Photovoltaics: Research and Applications, Vol. 28, Issue 3
https://doi.org/10.1002/pip.3191
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journal
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December 2019 |
Deep Learning Based Module Defect Analysis for Large-Scale Photovoltaic Farms
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journal
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March 2019 |
A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output From a Computer Code
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journal
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February 2000 |