Sensitivity of the Rolling Bearings Diagnostic Method Depending on the Number of Measuring Points of a Multipoint Temperature Sensor

This work is aimed at research in the field of developing methods for the diagnosis of rolling bearings. This paper evaluates the influence of a number of measuring points of a multipoint temperature sensor on the performance of a rolling bearing diagnostic method. The study considers a rolling bearing diagnosis method based on analyzing a bearing temperature field and applying a neural network with an “autoencoder” architecture. The research of efficiency of the method is made on the temperature field data of the rolling bearing, which is a part of the technical equipment of the metal rolling line. As a result of this work, the hypothesis that the efficiency of the diagnostic model increases with the increase in the number of measuring points was confirmed.

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Published
2025-03-26
DOI
https://doi.org/10.1109/dspa64310.2025.10977932
Primary Topic
Advanced Measurement and Metrology Techniques
Type
article
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article

Sensitivity of the Rolling Bearings Diagnostic Method Depending on the Number of Measuring Points of a Multipoint Temperature Sensor

Denis K. Lebedev
Advanced Measurement and Metrology Techniques
article

Sensitivity of the Rolling Bearings Diagnostic Method Depending on the Number of Measuring Points of a Multipoint Temperature Sensor

Denis K. Lebedev
article en

Abstract

This work is aimed at research in the field of developing methods for the diagnosis of rolling bearings. This paper evaluates the influence of a number of measuring points of a multipoint temperature sensor on the performance of a rolling bearing diagnostic method. The study considers a rolling bearing diagnosis method based on analyzing a bearing temperature field and applying a neural network with an “autoencoder” architecture. The research of efficiency of the method is made on the temperature field data of the rolling bearing, which is a part of the technical equipment of the metal rolling line. As a result of this work, the hypothesis that the efficiency of the diagnostic model increases with the increase in the number of measuring points was confirmed.

South Ural State University (RU)
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Advanced Measurement and Metrology Techniques
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