Prognostics and health management of photovoltaic systems based on deep learning: A state-of-the-art review and future perspectives

Z Chang, T Han - Renewable and Sustainable Energy Reviews, 2024 - Elsevier
As global photovoltaic (PV) power generation capacity rapidly expands, efficient and
effective health management of PV systems has emerged as a critical focal point. With the …

Autonomous Intelligent Monitoring of Photovoltaic Systems: An In‐Depth Multidisciplinary Review

M Aghaei, M Kolahi, A Nedaei… - Progress in …, 2024 - Wiley Online Library
This study presents a comprehensive multidisciplinary review of autonomous monitoring
and analysis of large‐scale photovoltaic (PV) power plants using enabling technologies …

Research on fault diagnosis and feature extraction mechanism visualization of rotating machinery based on improved 1D CNN

P Pang, J Tang, T Rui, J Gong… - Advances in Mechanical …, 2024 - journals.sagepub.com
With the wide application of intelligent equipment in modern industrial production, it is
particularly important to study how to intelligently sense the faults of rotating machinery …

PLC and Human Machine Interface based PV Condition Monitoring Structure Comprising an Innovative Fault Detection Scheme

A Nedaei, A Eskandari, N Pourshahbaz… - … on Energy Transition …, 2024 - ieeexplore.ieee.org
Photovoltaic (PV) systems operate outdoors and are inevitably exposed to various
environmental stresses. These stresses may result in several faults and failures which can …

An Intelligent Condition Monitoring Scheme For Photovoltaic Systems using Programmable Logic Controller

A Nedaei, A Eskandari, N Pourshahbaz… - … on Energy Transition …, 2024 - ieeexplore.ieee.org
Environmental and other stresses are constantly affecting photovoltaic (PV) components
which can end in various faults. The anomalous condition can reduce the PV output power …

A Novel Deep Reinforcement Learning and Trust Region Policy Optimization based Anomaly Detection in Solar Power Generation

S Salehpour, A Eskandari, A Nedaei… - 2024 IEEE 52nd …, 2024 - ieeexplore.ieee.org
Anomalous conditions in photovoltaic (PV) systems cause major interruption to the system
normal operation and are the main reason for power loss. To avoid these consequences …

PLC-HMI Based Photovoltaic System Condition Monitoring Structure Comprising an Innovative Fault Detection Scheme

N Pourshahbaz, A Nedaei, A Eskandari… - 2024 IEEE 52nd …, 2024 - ieeexplore.ieee.org
Photovoltaic (PV) systems operate outdoors and are inevitably exposed to various
environmental stresses. These stresses may result in several faults and failures which can …