Broken Rotor Bar Detection in Closed Loop Inverter Fed Induction Motors Through Time-Frequency Techniques

In traction, automotive, and some industrial processes, the operation of the induction motor is set using speed. This creates an additional control loop that is external to the current controller that inverters already possess. While the impact of the latter control loop on fault detection in induction motors has already been studied, the influence of closed-loop speed control has not been explored enough. This paper presents the findings on the impact of PID speed control on the broken rotor bar fault detection. The study reveals that the constant corrective actions of the PID controller to correct the speed cause an increase in the noise level and spectral leakage around the first harmonic in the stator current spectrum that prevents fault detection. It is concluded that it is necessary to use time-frequency analysis techniques with excellent spectral resolution, such as the Dragon Transform or the Min-Norm technique.

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Publication Details

Journal
IEEE Transactions on Industry Applications
Published
2024-10-16
DOI
https://doi.org/10.1109/tia.2024.3482271
Citations
7
Primary Topic
Machine Fault Diagnosis Techniques
Type
article
Field-Weighted Citation Impact
2.30
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article

Broken Rotor Bar Detection in Closed Loop Inverter Fed Induction Motors Through Time-Frequency Techniques

Lorenzo Mantione, Tomas Garcia-Calva, Lucia Frosini, Vanesa Fernandez-Cavero et al.
7 citations
IEEE Transactions on Industry Applications
Machine Fault Diagnosis Techniques
2.30
article

Broken Rotor Bar Detection in Closed Loop Inverter Fed Induction Motors Through Time-Frequency Techniques

Lorenzo Mantione, Tomas Garcia-Calva, Lucia Frosini, Vanesa Fernandez-Cavero, Daniel Moríñigo-Sotelo
article en
7 citations

Abstract

In traction, automotive, and some industrial processes, the operation of the induction motor is set using speed. This creates an additional control loop that is external to the current controller that inverters already possess. While the impact of the latter control loop on fault detection in induction motors has already been studied, the influence of closed-loop speed control has not been explored enough. This paper presents the findings on the impact of PID speed control on the broken rotor bar fault detection. The study reveals that the constant corrective actions of the PID controller to correct the speed cause an increase in the noise level and spectral leakage around the first harmonic in the stator current spectrum that prevents fault detection. It is concluded that it is necessary to use time-frequency analysis techniques with excellent spectral resolution, such as the Dragon Transform or the Min-Norm technique.

IEEE Transactions on Industry ApplicationsVol. 61(1)
Universidad de Valladolid (ES), University of Pavia (IT), Universidad de Burgos (ES)
Affordable and clean energy
Openalex Percentile: Top 11%
Machine Fault Diagnosis Techniques
2.30
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