Author

Rui Xu

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#reinforcement learning Open access Oct 2026

Multi-Agent Reinforcement Learning for Dynamic Parallel-Machine Scheduling with Human–Robot Collaboration and Worker Fatigue

This study investigates a dynamic parallel-machine scheduling problem with human–robot collaboration (DPMS-HRC), where dynamically arriving jobs are assigned to eligible workstations and processed by workers, robots, or human–robot collaboration based on real-time system states. Worker-involving modes improve operation...

Wei Xiao, Fengyao Sun, Rui Xu et al. · Machines · 0 citations