Publications from Marcel Panzer

07/2023 Journal contributions Panzer, Marcel | Bender, Benedict | Gronau, Norbert

A deep reinforcement learning based hyper-heuristic for modular production control

In nowadays production, fluctuations in demand, shortening product life-cycles, and highly configurable products require an adaptive and robust control approach to maintain competitiveness. This approach must not only optimise desired production objectives… (more)

10/2022 Journal contributions Panzer, Marcel | Bender, Benedict | Gronau, Norbert

Neural agent-based production planning and control: An architectural review

Nowadays, production planning and control must cope with mass customization, increased fluctuations in demand, and high competition pressures. Despite prevailing market risks, planning accuracy and increased adaptability in the event of disruptions or… (more)

10/2021 Proceedings Panzer, Marcel | Bender, Benedict | Gronau, Norbert

Deep Reinforcement Learning In Production Planning And Control: A Systematic Literature Review

Increasingly fast development cycles and individualized products pose major challenges for today's smart production systems in times of industry 4.0. The systems must be flexible and continuously adapt to changing conditions while still guaranteeing high… (more)

Journal contributions Panzer, Marcel | Bender, Benedict

Deep reinforcement learning in production systems: a systematic literature review

Shortening product development cycles and fully customizable products pose major challenges for production systems. These not only have to cope with an increased product diversity but also enable high throughputs and provide a high adaptability and robustness… (more)