Application of Artificial Neural Networks to photovoltaic fault detection and diagnosis: A review

Automatic detection of photovoltaic module defects in infrared images with isolated and develop-model transfer deep learning

(2020) M. Waqar Akram et al.   SOLAR ENERGY

Detection of cleaning interventions on photovoltaic modules with machine learning

(2020) Matthias Heinrich et al.   APPLIED ENERGY

Deep learning based automatic defect identification of photovoltaic module using electroluminescence images

(2020) Wuqin Tang et al.   SOLAR ENERGY

A Planar Location Method for DC Arc Faults Using Dual Radiation Detection Points and DANN

(2020) Kui Li et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Detection of surface defects on solar cells by fusing Multi-channel convolution neural networks

(2020) Xiong Zhang et al.   INFRARED PHYSICS & TECHNOLOGY

Micro-cracks detection of solar cells surface via combining short-term and long-term deep features

(2020) Xiaoliang Qian et al.   NEURAL NETWORKS

Photovoltaic plant condition monitoring using thermal images analysis by convolutional neural network-based structure

(2020) Álvaro Huerta Herraiz et al.   RENEWABLE ENERGY

Artificial neural network based photovoltaic fault detection algorithm integrating two bi-directional input parameters

(2020) Muhammed Hussain et al.   RENEWABLE ENERGY

An Intelligent Fault Detection Model for Fault Detection in Photovoltaic Systems

(2020) Barun Basnet et al.   Journal of Sensors

Survey of maintenance management for photovoltaic power systems

(2020) Alfredo Peinado Gonzalo et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Modeling of solar energy systems using artificial neural network: A comprehensive review

(2019) Ammar H. Elsheikh et al.   SOLAR ENERGY

Automatic classification of defective photovoltaic module cells in electroluminescence images

(2019) Sergiu Deitsch et al.   SOLAR ENERGY

Fault diagnosis for photovoltaic array based on convolutional neural network and electrical time series graph

(2019) Xiaoyang Lu et al.   ENERGY CONVERSION AND MANAGEMENT

A review of the environmental factors degrading the performance of silicon wafer-based photovoltaic modules: Failure detection methods and essential mitigation techniques

(2019) Manju Santhakumari et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review of photovoltaic systems: Design, operation and maintenance

(2019) Luis Hernández-Callejo et al.   SOLAR ENERGY

Automated Pipeline for Photovoltaic Module Electroluminescence Image Processing and Degradation Feature Classification

(2019) Ahmad Maroof Karimi et al.   IEEE Journal of Photovoltaics

Deep residual network based fault detection and diagnosis of photovoltaic arrays using current-voltage curves and ambient conditions

(2019) Zhicong Chen et al.   ENERGY CONVERSION AND MANAGEMENT

Organic solar cells defects detection by means of an elliptical basis neural network and a new feature extraction technique

(2019) Grazia Lo Sciuto et al.   OPTIK

CNN based automatic detection of photovoltaic cell defects in electroluminescence images

(2019) M. Waqar Akram et al.   ENERGY

Photovoltaic defect classification through thermal infrared imaging using a machine learning approach

(2019) Christopher Dunderdale et al.   PROGRESS IN PHOTOVOLTAICS

Multiscale Convolutional Neural Networks for Fault Diagnosis of Wind Turbine Gearbox

(2018) Guoqian Jiang et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Multiple Open-Circuit Fault Diagnosis Based on Multistate Data Processing and Subsection Fluctuation Analysis for Photovoltaic Inverter

(2018) Zhanjun Huang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Fault Location in Ungrounded Photovoltaic System Using Wavelets and ANN

(2018) Indra Man Karmacharya et al.   IEEE TRANSACTIONS ON POWER DELIVERY

Anomaly detection and predictive maintenance for photovoltaic systems

(2018) Massimiliano De Benedetti et al.   NEUROCOMPUTING

Application of ANN technique to predict the performance of solar collector systems - A review

(2018) Harish Kumar Ghritlahre et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Fault detection and diagnosis methods for photovoltaic systems: A review

(2018) A. Mellit et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A comprehensive review on protection challenges and fault diagnosis in PV systems

(2018) Dhanup S. Pillai et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Comparing Mamdani Sugeno fuzzy logic and RBF ANN network for PV fault detection

(2018) Mahmoud Dhimish et al.   RENEWABLE ENERGY

Condition classification and performance of mismatched photovoltaic arrays via a pre-filtered Elman neural network decision making tool

(2018) Guangyu Liu et al.   SOLAR ENERGY

Fault detection and diagnosis based on C4.5 decision tree algorithm for grid connected PV system

(2018) Rabah Benkercha et al.   SOLAR ENERGY

Modeling of PV system based on experimental data for fault detection using kNN method

(2018) Siva Ramakrishna Madeti et al.   SOLAR ENERGY

A Review of the Autoencoder and Its Variants: A Comparative Perspective from Target Recognition in Synthetic-Aperture Radar Images

(2018) Ganggang Dong et al.   IEEE Geoscience and Remote Sensing Magazine

Solar cell surface defect inspection based on multispectral convolutional neural network

(2018) Haiyong Chen et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Fault diagnosis approach for photovoltaic arrays based on unsupervised sample clustering and probabilistic neural network model

(2018) Honglu Zhu et al.   SOLAR ENERGY

Photovoltaic-based DC microgrid with partial shading and fault tolerance

(2018) Carlos CORREA-BETANZO et al.   Journal of Modern Power Systems and Clean Energy

An unsupervised monitoring procedure for detecting anomalies in photovoltaic systems using a one-class Support Vector Machine

(2018) Fouzi Harrou et al.   SOLAR ENERGY

Enhancing the reliability of protection scheme for PV integrated microgrid by discriminating between array faults and symmetrical line faults using sparse auto encoder

(2018) Murli Manohar et al.   IET Renewable Power Generation

Deep Learning Based Module Defect Analysis for Large-Scale Photovoltaic Farms

(2018) Xiaoxia Li et al.   IEEE TRANSACTIONS ON ENERGY CONVERSION

Recent advances in failure diagnosis techniques based on performance data analysis for grid-connected photovoltaic systems

(2018) Andreas Livera et al.   RENEWABLE ENERGY

A Heuristic Diagnostic Method for a PV System: Triple-Layered Particle Swarm Optimization–Back-Propagation Neural Network

(2017) Zhenghai Liao et al.   Energies

An enhanced machine learning based approach for failures detection and diagnosis of PV systems

(2017) Elyes Garoudja et al.   ENERGY CONVERSION AND MANAGEMENT

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

(2017) Kai Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

The role of artificial intelligence in photo-voltaic systems design and control: A review

(2017) Ayman Youssef et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Artificial neural network modeling and sensitivity analysis for soiling effects on photovoltaic panels in Morocco

(2017) B. Laarabi et al.   SUPERLATTICES AND MICROSTRUCTURES

Fault Detection for Photovoltaic Systems Based on Multi-Resolution Signal Decomposition and Fuzzy Inference Systems

(2017) Zhehan Yi et al.   IEEE Transactions on Smart Grid

Faults and infrared thermographic diagnosis in operating c-Si photovoltaic modules: A review of research and future challenges

(2016) John A. Tsanakas et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A novel fault diagnosis technique for photovoltaic systems based on artificial neural networks

(2016) W. Chine et al.   RENEWABLE ENERGY

Artificial neural network-based modelling and fault detection of partial shaded photovoltaic modules

(2016) H. Mekki et al.   SIMULATION MODELLING PRACTICE AND THEORY

Application of empirical mode decomposition and artificial neural network for automatic bearing fault diagnosis based on vibration signals

(2015) Jaouher Ben Ali et al.   APPLIED ACOUSTICS

The artificial neural network for solar radiation prediction and designing solar systems: a systematic literature review

(2015) Atika Qazi et al.   JOURNAL OF CLEANER PRODUCTION

Modeling and Health Monitoring of DC Side of Photovoltaic Array

(2015) Mohd Nafis Akram et al.   IEEE Transactions on Sustainable Energy

Wavelet neural networks: A practical guide

(2013) Antonios K. Alexandridis et al.   NEURAL NETWORKS

Real-time fault diagnosis for gas turbine generator systems using extreme learning machine

(2013) Pak Kin Wong et al.   NEUROCOMPUTING

Visual Saliency Detection via Sparsity Pursuit

(2010) Junchi Yan et al.   IEEE SIGNAL PROCESSING LETTERS

A simple model of PV system performance and its use in fault detection

(2010) S.K. Firth et al.   SOLAR ENERGY

Artificial intelligence techniques for photovoltaic applications: A review

(2008) Adel Mellit et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Artificial intelligence techniques for sizing photovoltaic systems: A review

(2008) A. Mellit et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS