Integrated Scheduling of Multi-Objective Job Shops and Material Handling Robots with Reinforcement Learning Guided Meta-Heuristics

Integrated Scheduling of Multi-Objective Job Shops and Material Handling Robots with Reinforcement Learning Guided Meta-Heuristics

This study investigates the integrated multi-objective scheduling problems of job shops and material handling robots (MHR) with minimising the maximum completion time (makespan), earliness or tardiness, and total energy consumption. The collaborative scheduling of MHR and machines can enhance effici...

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Bibliographic Details
Main Authors: Zhangying Xu, Qi Jia, Kaizhou Gao, Yaping Fu, Li Yin, Qiangqiang Sun
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
job shop scheduling problem (JSP)
material handling robots
meta-heuristics
local search
Online Access:https://www.mdpi.com/2227-7390/13/1/102
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