De-Rong Liu

Reliable Task Allocation for Multirobot System Using Safe Deep Reinforcement Learning

This article addresses the critical reliability and safety challenges in multistation multirobot welding task allocation for automated manufacturing, where conventional task assignment approaches often overlook physical collision risks, leading to system failures and production downtime. Unlike existing methods that ei...