most citedSpecialized Deep Residual Policy Safe Reinforcement Learning-Based Controller for Complex and Continuous State-Action Spaces

1 citations · 1 across the 4 of their papers we have counts for

collaborators
Showing cs.AIShow all

2 papers · 1 filter

cs.AI2024

Analyzing Operator States and the Impact of AI-Enhanced Decision Support in Control Rooms: A Human-in-the-Loop Specialized Reinforcement Learning Framework for Intervention Strategies

Ammar N. Abbas, Chidera W. Amazu, Joseph Mietkiewicz +7

In complex industrial and chemical process control rooms, effective decision-making is crucial for safety and efficiency. The experiments in this paper evaluate the impact and appl…

cs.AI2023

Hierarchical Framework for Interpretable and Probabilistic Model-Based Safe Reinforcement Learning

Ammar N. Abbas, Georgios C. Chasparis, John D. Kelleher

The difficulty of identifying the physical model of complex systems has led to exploring methods that do not rely on such complex modeling of the systems. Deep reinforcement learni…