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Multi agent reinforcement learning for online layout planning and scheduling in flexible assembly systems2024 Journal of Intelligent Manufacturing article Engineering Scheduling and Optimization Algorithms Open access cited by 2 patents
Lea Kaven, Philipp Huke, Amon Göppert, Robert Heinrich Schmitt
43citations -
Manufacturing Control in Job Shop Environments with Reinforcement Learning2021 International Conference on Agents and Artificial Intelligence (ICAART) conference-paper Engineering Scheduling and Optimization Algorithms Open access
Владимир Самсонов, Marco Kemmerling, Maren Paegert, Daniel Lütticke, Frederick Sauermann, Andreas Gützlaff, +2 more
41citations -
Neural Combinatorial Optimization for Production Scheduling with Sequence-Dependent Setup Waste2020 Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics conference-paper Engineering Scheduling and Optimization Algorithms
Aymen Gannouni, Владимир Самсонов, Mohamed Behery, Tobias Meisen, Gerhard Lakemeyer
12citations -
Global Reward Design for Cooperative Agents to Achieve Flexible Production Control under Real-time Constraints2021 International Conference on Enterprise Information Systems conference-paper Engineering Scheduling and Optimization Algorithms Open access cited by 1 patent
Sebastian Pol, Schirin Baer, Danielle Turner, Владимир Самсонов, Tobias Meisen
7citations -
A blueprint description of production scheduling models using asset administration shells2024 Production & Manufacturing Research article Engineering Scheduling and Optimization Algorithms Open access
Aymen Gannouni, Patrick Sapel, Anas Abdelrazeq, Christian Hopmann, Robert Heinrich Schmitt
5citations