Search Results for author: Ammar N. Abbas

Found 6 papers, 3 papers with code

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

1 code implementation20 Feb 2024 Ammar N. Abbas, Chidera W. Amazu, Joseph Mietkiewicz, Houda Briwa, Andres Alonzo Perez, Gabriele Baldissone, Micaela Demichela, Georgios G. Chasparis, John D. Kelleher, Maria Chiara Leva

These findings are particularly relevant when predicting the overall performance of the individual participant and their capacity to successfully handle a plant upset and the alarms connected to it using process and human-machine interaction logs in real-time.

Chemical Process Decision Making

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

1 code implementation28 Oct 2023 Ammar N. Abbas, Georgios C. Chasparis, John D. Kelleher

Deep reinforcement learning has been the pioneer for solving this problem without the need for relying on the physical model of complex systems by just interacting with it.

Decision Making reinforcement-learning +1

Siamese Network Training Using Artificial Triplets By Sampling and Image Transformation

no code implementations13 Jun 2021 Ammar N. Abbas, David Moser

The device used in this work detects the objects over the surface of the water using two thermal cameras which aid the users to detect and avoid the objects in scenarios where the human eyes cannot (night, fog, etc.).

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