12 citations · 19 across the 4 of their papers we have counts for
4 papers
HOFLON: Hybrid Offline Learning and Online Optimization for Process Start-Up and Grade-Transition Control
Alex Durkin, Jasper Stolte, Mehmet Mercangöz
Start-ups and product grade-changes are critical steps in continuous-process plant operation, because any misstep immediately affects product quality and drives operational losses.…
Leveraging LLM Agents and Digital Twins for Fault Handling in Process Plants
Milapji Singh Gill, Javal Vyas, Artan Markaj +2
Advances in Automation and Artificial Intelligence continue to enhance the autonomy of process plants in handling various operational scenarios. However, certain tasks, such as fau…
Autonomous Industrial Control using an Agentic Framework with Large Language Models
Javal Vyas, Mehmet Mercangöz
As chemical plants evolve towards full autonomy, the need for effective fault handling and control in dynamic, unpredictable environments becomes increasingly critical. This paper…
Control-Informed Reinforcement Learning for Chemical Processes
Maximilian Bloor, Akhil Ahmed, Niki Kotecha +3
This work proposes a control-informed reinforcement learning (CIRL) framework that integrates proportional-integral-derivative (PID) control components into the architecture of dee…