A deep learning approach for health monitoring in rotating machineries using vibrations and thermal features

• Main Authors: Pauline Ong, Pauline Ong, Anelka John Koshy, Anelka John Koshy, Kee Huong Lai, Kee Huong Lai, Chee Kiong Sia, Chee Kiong Sia, Maznan Ismon, Maznan Ismon
• Format: Article
• Language: English
• Published: Elsevier 2024
• Subjects: TJ Mechanical engineering and machinery
• Online Access: http://eprints.uthm.edu.my/10963/1/J17474_6913d9be8e815071bc4a9ed648d52d56.pdf; http://eprints.uthm.edu.my/10963/; https://doi.org/10.1016/j.dajour.2024.100399

Gearbox failures can lead to substantial damage, significant financial losses due to maintenance downtimes, and, in some instances, fatalities. This study introduces an intelligent gear fault diagnosis system employing a convolutional neural network (CNN), utilizing vibration and thermal features ex...