An investigation of conventional machine learning approaches vs deep learning approaches in manufacturing context : bearing fault detection

• Main Author: Loy, Chee Wah
• Other Authors: Qian Kemao
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Computer science and engineering::Computing methodologies
• Online Access: https://hdl.handle.net/10356/137915
• Institution: Nanyang Technological University

In the realisation that ball bearing fault is the number one fault that most commonly occur in industrial applications and the potential hazard that it can bring, this paper aims to tackle the problem of bearing fault detection. With the recent development and boom of Deep-learning approaches in...