Reinforcement Learning-Based and Parametric Production-Maintenance Control Policies for a Deteriorating Manufacturing System

Xanthopoulos, Alexandros; Kiatipis, Athanasios; E. Koulouriotis, Dimitrios; Stieger, Sepp

doi:10.1109/access.2017.2771827

Public

Reinforcement Learning-Based and Parametric Production-Maintenance Control Policies for a Deteriorating Manufacturing System

Published in IEEE Access • Nov 17, 2017

Authors:

Alexandros Xanthopoulos

Athanasios Kiatipis

Dimitrios E. Koulouriotis

Abstract

The model of a stochastic production/inventory system that is subject to deterioration failures is developed and examined in this paper. Customer interarrival times are assumed to be random and backorders are allowed. The system experiences a number of deterioration stages before it ultimately fails...

Subject

Reinforcement learning

Computer science

Parametric statistics

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