2 papers
cs.LG2022
TASAC: a twin-actor reinforcement learning framework with stochastic policy for batch process control
Tanuja Joshi, Hariprasad Kodamana, Harikumar Kandath +1
Due to their complex nonlinear dynamics and batch-to-batch variability, batch processes pose a challenge for process control. Due to the absence of accurate models and resulting pl…
eess.SY2021
Twin actor twin delayed deep deterministic policy gradient (TATD3) learning for batch process control
Tanuja Joshi, Shikhar Makker, Hariprasad Kodamana +1
Control of batch processes is a difficult task due to their complex nonlinear dynamics and unsteady-state operating conditions within batch and batch-to-batch. It is expected that…