Permutation flow shop scheduling with multiple lines and demand plans using reinforcement learning

DOI10.1016/j.ejor.2021.08.007zbMath1495.90065OpenAlexW3164334189MaRDI QIDQ2077963

Janis Brammer, Dirk Neumann, Bernhard Lutz

Publication date: 23 February 2022

Published in: European Journal of Operational Research (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ejor.2021.08.007

zbMATH Keywords

schedulingreinforcement learningconstraint programmingmixed-integer programmingpermutation flow shop problem

Mathematics Subject Classification ID

Deterministic scheduling theory in operations research (90B35)

Related Items (1)

Hybrid flow-shop manufacturing network reliability optimization using genetic algorithm and absorbing Markov chain

Uses Software

• OpenAI Gym

Cites Work

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• A simple and effective iterated greedy algorithm for the permutation flowshop scheduling problem
• Some efficient heuristic methods for the flow shop sequencing problem
• A new vision of approximate methods for the permutation flowshop to minimise makespan: state-of-the-art and computational evaluation
• A comprehensive review and evaluation of permutation flowshop heuristics
• Flowshop scheduling problem with parallel semi-lines and final synchronization operation
• A variable block insertion heuristic for solving permutation flow shop scheduling problem with makespan criterion
• Machine learning for combinatorial optimization: a methodological tour d'horizon
• Mixed integer linear programming models for flow shop scheduling with a demand plan of job types
• Benchmarks for basic scheduling problems
• An iterated greedy heuristic for the sequence dependent setup times flowshop problem with makespan and weighted tardiness objectives
• Improvement heuristic for the flow-shop scheduling problem: an adaptive-learning approach
• Two MILP models for the N × M SDST flowshop sequencing problem
• Optimal two- and three-stage production schedules with setup times included
• FLOW SHOP SCHEDULING WITH REINFORCEMENT LEARNING
• On the Development of a Mixed-Integer Linear Programming Model for the Flowshop Sequencing Problem
• The Complexity of Flowshop and Jobshop Scheduling

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