Towards practical data-driven predictive maintenance: a robust and generalizable deep learning approach

• Main Author: Mohamed Ragab Mohamad Adam
• Other Authors: Kwoh Chee Keong
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Mechanical engineering::Motors, engines and turbines
• Online Access: https://hdl.handle.net/10356/163792
• Institution: Nanyang Technological University

Predictive maintenance (PdM) is a prevailing maintenance strategy that aims to minimize downtime, reduce maintenance costs, and increase machine reliability. With the huge data availability in the era of Industry 4.0, data-driven predictive maintenance leverages Artificial Intelligence (AI) and his...