A Study on Butterfly Formation Drivers in Rolling Element Bearings Using Machine Learning Methods

M. El Laithy

Presentation information

Technical Session

Technical sessions » Engineering Tribology

Rolling Bearings 3

Sat. Sep 30, 2023 3:50 PM - 5:50 PM Room C (Room 502/503)

Amir Kadiric (Imperial College London, UK)
Mamoru Tohyama (Toyota central R&D Labs., Inc., Japan)

4:30 PM - 4:50 PM

[30-C-14] A Study on Butterfly Formation Drivers in Rolling Element Bearings Using Machine Learning Methods

*M. El Laithy¹, L. Wang¹, T. Harvey¹, A. Schwedt², Wolfram Kruhoeffer³, Joachim Mayer² (1. National Center for Advanced Tribology at Southampton (nCATS), University of Southampton, UK, 2. Central Facility for Electron Microscopy (GFE), RWTH Aachen University, Germany, 3. Schaeffler Technologies AG & Co. KG, Germany)

Keywords:bearings, rolling contact fatigue, inclusions, failure, machine learning

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