Recognition of Thermal Images of Direct Current Motor with Application of Area Perimeter Vector and Bayes Classifier

Author:

Glowacz Adam1,Glowacz Andrzej2,Glowacz Zygfryd3

Affiliation:

1. Department of Automatics and Biomedical Engineering

2. Faculty of Computer Science, Electronics and Telecommunications, Department of Telecommunications, Al. A. Mickiewicza 30, 30-059 Krakow, Poland

3. Department of Power Electronics and Energy Control Systems, Al. A. Mickiewicza 30, 30-059 Kraków, Poland

Abstract

Abstract Infrared thermography can measure the temperature of a surface remotely. In this article authors present a diagnostic method of incipient fault detection. The proposed approach is based on pattern recognition. It uses monochrome thermal images of the rotor with the application of an area perimeter vector and a Bayes classifier. The investigations have been carried out for direct current motor without faults and motor with shorted rotor coils. The measurements were performed in the laboratory. The efficiency of recognition using the area perimeter vector and the Bayes classifier was 100 %. The investigations show that the method based on recognition of thermal images can be profitable for engineers. The proposed method can be applied in mining, metallurgy, fuel industry and in factories where electrical motors are used.

Publisher

Walter de Gruyter GmbH

Subject

Instrumentation,Biomedical Engineering,Control and Systems Engineering

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1. Exploring the Diagnostic Potential of Infrared Thermography for Experimental Assessment of Cavitation and Air Entrainment-induced Faults in Centrifugal Pumps;Journal of Applied Fluid Mechanics;2024-02-01

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3. An Empirical Performance Assessment of Infrared Thermography for Real-time Monitoring of Electrical Systems in the Coco Fibre Industry;Proceedings of the Bulgarian Academy of Sciences;2023-04-30

4. Passive Thermal Imaging-based Fault Detection in Induction Motor Under Varying Speed Conditions;2022 IEEE 2nd International Conference on Sustainable Energy and Future Electric Transportation (SeFeT);2022-08-04

5. New Machine Learning Model-Based Fault Diagnosis of Induction Motors Using Thermal images;2022 2nd International Conference on Advance Computing and Innovative Technologies in Engineering (ICACITE);2022-04-28

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