Deep reinforcement learning for dynamic scheduling of a flexible job shop

Learning to schedule job-shop problems: representation and policy learning using graph neural network and reinforcement learning

(2021) Junyoung Park et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Joint optimisation for dynamic flexible job-shop scheduling problem with transportation time and resource constraints

(2021) Weibo Ren et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Dynamic scheduling for flexible job shop with new job insertions by deep reinforcement learning

(2020) Shu Luo   APPLIED SOFT COMPUTING

Intelligent scheduling of discrete automated production line via deep reinforcement learning

(2020) Daming Shi et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Real-time order dispatching for a fleet of autonomous mobile robots using multi-agent reinforcement learning

(2020) Andreja Malus et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Adaptive scheduling for assembly job shop with uncertain assembly times based on dual Q-learning

(2020) Haoxiang Wang et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

A deep reinforcement learning approach for chemical production scheduling

(2020) Christian D. Hubbs et al.   COMPUTERS & CHEMICAL ENGINEERING

Evolving Scheduling Heuristics via Genetic Programming With Feature Selection in Dynamic Flexible Job-Shop Scheduling

(2020) Fangfang Zhang et al.   IEEE Transactions on Cybernetics

Learning dispatching rules using random forest in flexible job shop scheduling problems

(2019) Sungbum Jun et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Smart Manufacturing Scheduling With Edge Computing Using Multiclass Deep Q Network

(2019) Chun-Cheng Lin et al.   IEEE Transactions on Industrial Informatics

Deep Learning With Edge Computing: A Review

(2019) Jiasi Chen et al.   PROCEEDINGS OF THE IEEE

Robust Scheduling of Hot Rolling Production by Local Search Enhanced Ant Colony Optimization Algorithm

(2019) Rui Zhang et al.   IEEE Transactions on Industrial Informatics

A survey of dispatching rules for the dynamic unrelated machines environment

(2018) Marko Durasević et al.   EXPERT SYSTEMS WITH APPLICATIONS

Adaptive job shop scheduling strategy based on weighted Q-learning algorithm

(2018) Yu-Fang Wang   JOURNAL OF INTELLIGENT MANUFACTURING

A simulation-based study of dispatching rules in a dynamic job shop scheduling problem with batch release and extended technical precedence constraints

(2017) Hegen Xiong et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

On the Robust and Stable Flowshop Scheduling Under Stochastic and Dynamic Disruptions

(2017) Feng Liu et al.   IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Distributed policy search reinforcement learning for job-shop scheduling tasks

(2011) Thomas Gabel et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

A comparison of priority rules for the job shop scheduling problem under different flow time- and tardiness-related objective functions

(2011) Veronique Sels et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

LEARNING-BASED SCHEDULING OF FLEXIBLE MANUFACTURING SYSTEMS USING SUPPORT VECTOR MACHINES

(2010) Paolo Priore et al.   APPLIED ARTIFICIAL INTELLIGENCE

Learning effective new single machine dispatching rules from optimal scheduling data

(2010) Sigurdur Olafsson et al.   INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS

The study of real time scheduling by an intelligent multi-controller approach

(2010) Ruey-Shiang Guh et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Training a neural network to select dispatching rules in real time

(2009) Wiem Mouelhi-Chibani et al.   COMPUTERS & INDUSTRIAL ENGINEERING

Data-mining-based dynamic dispatching rule selection mechanism for shop floor control systems using a support vector machine approach

(2008) Yeou-Ren Shiue   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

A neural network job-shop scheduler

(2008) Gary R. Weckman et al.   JOURNAL OF INTELLIGENT MANUFACTURING

A survey of dynamic scheduling in manufacturing systems

(2008) Djamila Ouelhadj et al.   JOURNAL OF SCHEDULING