Reinforcement learning based predictive maintenance for a machine with multiple deteriorating yield levels

• Main Authors: Wang, Xiao, Wang, Hongwei, Qi, Chao, Sivakumar, Appa Iyer
• Other Authors: School of Mechanical and Aerospace Engineering
• Format: Article
• Language: English
• Published: 2015
• Subjects: DRNTU::Engineering::Mechanical engineering::Control engineering
• Online Access: https://hdl.handle.net/10356/100392; http://hdl.handle.net/10220/25689; http://www.jofcis.com/publishedpapers/2014_10_1_9_19.pdf
• Institution: Nanyang Technological University

This paper proposes a predictive maintenance methodology for a machine in manufacturing with deterior- ating quality states represented by multiple deteriorating yield levels. Imperfect minor maintenance and perfect major repair are considered. The underlying yield level cannot be directly obtained....