A reinforcement learning-based algorithm for the aircraft maintenance routing problem

作者:

Highlights:

• Development of ILP model for the operational aircraft maintenance routing problem.

• Development of a new reinforcement learning based algorithm to solve the problem.

• Flying hrs; no. of take-off; workforce capacity are major maintenance constraints.

摘要

•Development of ILP model for the operational aircraft maintenance routing problem.•Development of a new reinforcement learning based algorithm to solve the problem.•Flying hrs; no. of take-off; workforce capacity are major maintenance constraints.

论文关键词:Aircraft routing problem,Sequential decision-making problem,Markov Decision Process (MDP),Reinforcement Learning

论文评审过程:Received 11 May 2019, Revised 4 November 2020, Accepted 27 November 2020, Available online 13 December 2020, Version of Record 25 December 2020.

论文官网地址:https://doi.org/10.1016/j.eswa.2020.114399