Dynamic Maintenance for a Large Scale Identical Parallel Manufacturing Systems Using Reinforcement Learning

• Published in: Proceedings. Annual Reliability and Maintainability Symposium pp. 1 - 8
• Main Authors: Salmani, Mehrnaz, Azizi, Fariba, Rasay, Hasan, Naderkhani, Farnoosh
• Format: Conference Proceeding
• Language: English
• Published: IEEE 23.01.2023
• Subjects: Costs; Decision making; Dynamic Maintenance; Maintenance engineering; Manufacturing Systems; Markov processes; Q-learning; Random access memory; Reinforcement Learning; Systems engineering and theory

In this paper, we propose a Machin Learning (ML)-based framework for maintenance decision making for multi-unit system. More specifically, we propose Reinforcement Learning (RL) approach for dynamic maintenance model for multi- component parallel system subject to stochastic degradation and random f...