Utilizing Multi-Agent Deep Reinforcement Learning For Flexible Job Shop Scheduling Under Sustainable Viewpoints

Mapping Intimacies ◽

10.1109/iceccme52200.2021.9590925 ◽

2021 ◽

Author(s):

Jens Popper ◽

William Motsch ◽

Alexander David ◽

Teresa Petzsche ◽

Martin Ruskowski

Keyword(s):

Reinforcement Learning ◽

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Flexible Job Shop Scheduling ◽

Shop Scheduling ◽

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Optimizing Energy-Conscious Dynamic Flexible Job Shop Scheduling: Multi-agent Simulation Approach

2021 1st International Conference On Cyber Management And Engineering (CyMaEn) ◽

10.1109/cymaen50288.2021.9497301 ◽

2021 ◽

Author(s):

Abdelkader Mekhalef Benhafssa ◽

M'hammed Sahnoun ◽

Belgacem Bettayeb ◽

Abdelghani Bekrar

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Simulation Approach ◽

Flexible Job Shop Scheduling ◽

Shop Scheduling ◽

Agent Simulation ◽

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MULTI-AGENT APPROACH BASED ON TABU SEARCH FOR THE FLEXIBLE JOB SHOP SCHEDULING PROBLEM

Proceedings of the 4th International Workshop on Pattern Recognition in Information Systems ◽

10.5220/0002610000220028 ◽

2004 ◽

Keyword(s):

Tabu Search ◽

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Scheduling Problem ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

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A self-learning genetic algorithm based on reinforcement learning for flexible job-shop scheduling problem

Computers & Industrial Engineering ◽

10.1016/j.cie.2020.106778 ◽

2020 ◽

Vol 149 ◽

pp. 106778 ◽

Author(s):

Ronghua Chen ◽

Bo Yang ◽

Shi Li ◽

Shilong Wang

Keyword(s):

Genetic Algorithm ◽

Reinforcement Learning ◽

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Scheduling Problem ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

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Multi-agent model based on combination of chemical reaction optimisation metaheuristic with Tabu search for flexible job shop scheduling problem

International Journal of Intelligent Engineering Informatics ◽

10.1504/ijiei.2018.091875 ◽

2018 ◽

Vol 6 (3/4) ◽

pp. 242 ◽

Author(s):

Bilel Marzouki ◽

Olfa Belkahla Driss ◽

Khaled Ghédira

Keyword(s):

Tabu Search ◽

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Scheduling Problem ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Agent Model ◽

Shop Scheduling ◽

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A new immune multi-agent system for the flexible job shop scheduling problem

Journal of Intelligent Manufacturing ◽

10.1007/s10845-015-1137-2 ◽

2015 ◽

Vol 29 (4) ◽

pp. 857-873 ◽

Author(s):

Wei Xiong ◽

Dongmei Fu

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Scheduling Problem ◽

Multi Agent System ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Agent System ◽

Shop Scheduling ◽

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New local diversification techniques for flexible job shop scheduling problem with a multi-agent approach

Autonomous Agents and Multi-Agent Systems ◽

10.1007/s10458-008-9031-3 ◽

2008 ◽

Vol 17 (2) ◽

pp. 270-287 ◽

Author(s):

Meriem Ennigrou ◽

Khaled Ghédira

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Scheduling Problem ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Multi Agent ◽

Diversification Techniques

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Flexible job-shop scheduling with learning and forgetting effect by Multi-Agent System

International Journal of Industrial Engineering Computations ◽

10.5267/j.ijiec.2019.3.003 ◽

2019 ◽

pp. 521-534 ◽

Author(s):

Paolo Renna

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Multi Agent System ◽

Flexible Job Shop Scheduling ◽

Agent System ◽

Shop Scheduling ◽

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A Reinforcement Learning Approach for the Flexible Job Shop Scheduling Problem

Lecture Notes in Computer Science - Learning and Intelligent Optimization ◽

10.1007/978-3-642-25566-3_19 ◽

2011 ◽

pp. 253-262 ◽

Author(s):

Yailen Martínez ◽

Ann Nowé ◽

Juliett Suárez ◽

Rafael Bello

Keyword(s):

Reinforcement Learning ◽

Job Shop ◽

Job Shop Scheduling ◽

Learning Approach ◽

Flexible Job Shop ◽

Scheduling Problem ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Shop Scheduling

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Multi Agent model based on Chemical Reaction Optimization with Greedy algorithm for Flexible Job shop Scheduling Problem

Procedia Computer Science ◽

10.1016/j.procs.2017.08.174 ◽

2017 ◽

Vol 112 ◽

pp. 81-90 ◽

Author(s):

Bilel Marzouki ◽

Olfa Belkahla Driss ◽

Khaled Ghédira

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Flexible Job Shop Scheduling ◽

Job Shop Scheduling Problem ◽

Chemical Reaction Optimization ◽

Agent Model ◽

Shop Scheduling ◽

Reaction Optimization ◽

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Flexible job-shop scheduling with multi-agent system and tabu search

Journal Européen des Systèmes Automatisés ◽

10.3166/jesa.38.759-772 ◽

2004 ◽

Vol 38 (7-8) ◽

pp. 759-772 ◽

Author(s):

Meriem Ennigrou ◽

Khaled Ghédira

Keyword(s):

Tabu Search ◽

Job Shop ◽

Job Shop Scheduling ◽

Flexible Job Shop ◽

Multi Agent System ◽

Flexible Job Shop Scheduling ◽

Agent System ◽

Shop Scheduling ◽

Download Full-text