An improved deep reinforcement learning approach for the dynamic job shop scheduling problem with random job arrivals

Journal of Physics Conference Series ◽

10.1088/1742-6596/1848/1/012029 ◽

2021 ◽

Vol 1848 (1) ◽

pp. 012029

Author(s):

Bin Luo ◽

Sibao Wang ◽

Bo Yang ◽

Lili Yi

Keyword(s):

Reinforcement Learning ◽

Job Shop ◽

Job Shop Scheduling ◽

Learning Approach ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

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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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Solving the Dynamic Job Shop Scheduling Problem using Bottleneck and Intelligent Agents based on Genetic Algorithm

International Journal of Engineering ◽

10.5829/idosi.ije.2016.29.03c.09 ◽

2016 ◽

Keyword(s):

Genetic Algorithm ◽

Intelligent Agents ◽

Job Shop ◽

Job Shop Scheduling ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

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Solving comprehensive dynamic job shop scheduling problem by using a GRASP-based approach

International Journal of Production Research ◽

10.1080/00207543.2017.1306134 ◽

2017 ◽

Vol 55 (11) ◽

pp. 3308-3325 ◽

Author(s):

Adil Baykasoğlu ◽

Fatma S. Karaslan

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

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Scheduling Simulation for Flexible Dynamic Job Shop Scheduling Problem with Jobs Releasing and Delivering Both in Batches

Journal of Mechanical Engineering ◽

10.3901/jme.2020.14.231 ◽

2020 ◽

Vol 56 (14) ◽

pp. 231

Author(s):

XIONG Hegen ◽

WU Jian ◽

YANG Guangcan

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

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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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HEURISTIC METHOD FOR DYNAMIC JOB SHOP SCHEDULING PROBLEM WITH OPERATION RELATIVITY

Journal of Mechanical Engineering ◽

10.3901/jme.2006.08.050 ◽

2006 ◽

Vol 42 (08) ◽

pp. 50 ◽

Author(s):

Hegen XIONG

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Heuristic Method ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

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Hybrid genetic algorithms for minimizing makespan in dynamic job shop scheduling problem

Computers & Industrial Engineering ◽

10.1016/j.cie.2016.03.011 ◽

2016 ◽

Vol 96 ◽

pp. 31-51 ◽

Author(s):

Nilsen Kundakcı ◽

Osman Kulak

Keyword(s):

Genetic Algorithms ◽

Job Shop ◽

Job Shop Scheduling ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Hybrid Genetic Algorithms ◽

Dynamic Job Shop

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Reinforcement learning combined with radial basis function neural network to solve Job-Shop scheduling problem

2011 IEEE International Summer Conference of Asia Pacific Business Innovation and Technology Management ◽

10.1109/apbitm.2011.5996285 ◽

2011 ◽

Author(s):

Ronald Suryaputra Williem ◽

Kuswara Setiawan

Keyword(s):

Neural Network ◽

Reinforcement Learning ◽

Radial Basis Function ◽

Basis Function ◽

Job Shop ◽

Job Shop Scheduling ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

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A batch splitting heuristic for dynamic job shop scheduling problem

Computers & Industrial Engineering ◽

10.1016/s0360-8352(97)00252-0 ◽

1997 ◽

Vol 33 (3-4) ◽

pp. 781-784 ◽

Author(s):

Hanil Jeong ◽

Sangbok Woo ◽

Sukho Kang ◽

Jinwoo Park

Keyword(s):

Job Shop ◽

Job Shop Scheduling ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

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Neural network and genetic algorithm-based hybrid approach to dynamic job shop scheduling problem

2009 IEEE International Conference on Systems, Man and Cybernetics ◽

10.1109/icsmc.2009.5346060 ◽

2009 ◽

Author(s):

Ye Li ◽

Yan Chen

Keyword(s):

Neural Network ◽

Genetic Algorithm ◽

Job Shop ◽

Job Shop Scheduling ◽

Hybrid Approach ◽

Scheduling Problem ◽

Job Shop Scheduling Problem ◽

Shop Scheduling ◽

Dynamic Job Shop

Download Full-text