Machine learning for reliability assessment and failure diagnostics in industrial systems with limited data

• Main Author: Cheng, Jiaxiang
• Other Authors: Hu Guoqiang
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Machine learning; Reliability assessment; Failure diagnostics
• Online Access: https://hdl.handle.net/10356/182971
• Institution: Nanyang Technological University

A major objective in prognostics and health management is to understand the reliability of systems throughout their lifespan, with data-driven techniques evolved from classic statistical models to machine learning methods. While data is key to enabling sophisticated methods, practical constraints an...