Towards Physics-Informed Machine Learning-Based Predictive Maintenance for Power Converters–A Review

Y Fassi, V Heiries, J Boutet… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Predictive maintenance for power electronic converters has emerged as a critical area of
research and development. With the rapid advancements in deep-learning techniques, new …

DC-DC Buck circuit fault diagnosis with insufficient state data based on deep model and transfer strategy

Z Jia, Z Liu, CM Vong, S Wang, Y Cai - Expert Systems with Applications, 2023 - Elsevier
As the common power supply of electronic systems, the fault of DC-DC Buck circuit will
trigger the faulty power supply which eventually cause serious problems in system tasks …

A Review on Artificial Intelligence Based Strategies for Open-Circuit Switch Fault Detection in Multilevel Inverters

B Masri, H Al Sheikh, N Karami… - IECON 2021–47th …, 2021 - ieeexplore.ieee.org
Multi-Level Inverters (MLI) have become of great importance for electrical energy
supplement to grids due to its modularity, lower Total Harmonic Distortion (THD) and …

T-type inverter fault diagnosis based on GASF and improved AlexNet

Y Cui, R Wang, Y Si, S Zhang, Y Wang, A Lin - Energy Reports, 2023 - Elsevier
Aiming at the problems of high similarity of T-type inverter open-circuit fault features,
cumbersome manual extraction of fault features, and the inability of one-dimensional …

Rolling bearing diagnosis method based on improved standardized variable distance fusion hierarchical state space correlation entropy

J Wang, F Li, W Du, Z Wang - Measurement Science and …, 2021 - iopscience.iop.org
In recent years, the machine learning method has been successfully applied to the
intelligent health monitoring of rolling bearings. However, its effectiveness depends heavily …

Multiple open-switch faults detection for grid connected inverter

X Ji, D Liu, P Xiong, S He - Sustainable Energy Technologies and …, 2022 - Elsevier
This paper proposes a new multiple open-switch faults (OSFs) detection method for grid
connected inverter. Frequency deviation and changing loads of the grid interference are …

Fault diagnosis of a variable pole-phase motor

C Henriksson - 2023 - diva-portal.org
Abstract Wound Independently Controlled Stator Coil (WICSC) machines are a novel type of
multiphase machine with the ability to change its pole-phase configuration during operation …