Current sensor fault localization and identification of PMSM drives using difference operator

G Ma, H Zhang, Z Sun, C Yao, G Ren… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
The permanent magnet synchronous motor (PMSM) has received increasing attention in
traction applications. For those closed-loop control systems, the current sensor is one of the …

Experimental analysis of the current sensor fault detection mechanism based on neural networks in the PMSM drive system

K Jankowska, M Dybkowski - Electronics, 2023 - mdpi.com
In this paper, a current sensor fault detection mechanism based on multilayer perceptron
(MLP) in a permanent magnet synchronous motor (PMSM) drive system is presented. The …

Current-sensor and switch-open fault diagnosis based on discriminative machine learning model for PMSM driving system

J Shim, J Lee, JI Ha - 2021 IEEE Energy Conversion Congress …, 2021 - ieeexplore.ieee.org
This paper presents a diagnosis method for current-sensor and switch-open faults using an
Artificial Neural Network (ANN) in PMSM driving systems. The proposed uses a …

The hall sensors fault-tolerant for PMSM based on switching sensorless control with PI parameters optimization

Y Huang, M Zhao, J Zhang, M Lu - IEEE Access, 2022 - ieeexplore.ieee.org
The failure of Hall sensors can give rise to loss of rotor position and speed information,
which can result in loss of control of the speed loop, spatial decoupling errors, and affecting …

[HTML][HTML] An on-line sensor fault detection system for an AC microgrid secondary control based on a sliding mode observer model

J Bravo, L Ortiz, E García, M Ruiz, A Aguila - Energies, 2024 - mdpi.com
The current study proposes a strategy for sensing fault detection in the secondary control of
an isolated Microgrid based on a high-order Sliding Mode Robust Observers design. The …

[HTML][HTML] Experimental Analysis of the Current Sensor Fault Detection Mechanism Based on Cri Markers in the PMSM Drive System

K Jankowska, M Dybkowski - Applied Sciences, 2022 - mdpi.com
Featured Application The detection system described in the paper can be successfully
implemented in industrial drive systems with PMSM motors in order to increase their safety …

[PDF][PDF] Experimental Analysis of the Current Sensor Fault Detection Mechanism Based on Neural Networks in the PMSM Drive System. Electronics 2023, 12, 1170

K Jankowska, M Dybkowski - 2023 - academia.edu
In this paper, a current sensor fault detection mechanism based on multilayer perceptron
(MLP) in a permanent magnet synchronous motor (PMSM) drive system is presented. The …

Novel non-singular terminal sliding mode observer based on support vector regression parameters optimization for PMSM sensorless control

Y Zhang, J Si, B Hu, Z Liang, L Liu… - 2021 33rd Chinese …, 2021 - ieeexplore.ieee.org
In order to improve the stability and dynamic performance on the sensorless control system
of permanent magnet synchronous motor, a novel nonsingular terminal sliding mode …