Reinforcement Learning Enabled Autonomous Manufacturing Using Transfer Learning and Probabilistic Reward Modeling
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2022.3188014
Abstract: Here we propose a reinforcement learning enabled physical autonomous manufacturing system (AMS) that is capable of learning the manufacturing process parameters to autonomously fabricate a complex-geometry artifact with desired performance characteristics. The poor sample efficiency… read more here.
Keywords: learning enabled; reinforcement learning; manufacturing; reward ... See more keywords
A Semantic Web Approach to Fault Tolerant Autonomous Manufacturing
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Intelligent Systems"
DOI: 10.1109/mis.2023.3235677
Abstract: The next phase of manufacturing is centered on making the switch from traditional automated to autonomous systems. Future factories are required to be agile, allowing for more customized production and resistance to disturbances. Such production… read more here.
Keywords: web manufacturing; semantic web; manufacturing; autonomous manufacturing ... See more keywords