Gantry Work Cell Scheduling through Reinforcement Learning with Knowledge-guided Reward Setting

Gantry Work Cell Scheduling through Reinforcement Learning with Knowledge-guided Reward Setting

In this paper, a manufacturing work cell utilizing gantries to move between machines for loading and unloading materials/parts is considered. The production performance of the gantry work cell highly depends on the gantry movements in real operation. This paper formulates the gantry scheduling probl...

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Bibliographic Details
Main Authors: Xinyan Ou, Qing Chang, Jorge Arinez, Jing Zou
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Equivalent serial line
gantry scheduling
production loss risk
Q-learning
reinforcement learning
Online Access:https://ieeexplore.ieee.org/document/8283823/

Internet

https://ieeexplore.ieee.org/document/8283823/

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