works on
chemical processes 1large language models 1physics-informed learning 1pid tuning 1reinforcement learning 1

From the 1 of 1 linked paper with an AI index.

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1 paper

eess.SY2026

A Physics-Informed Framework for PID Tuning of Chemical Processes Using Large Language Model Agents

Zhoupeng Shou, Xiaodong Hong, Congjing Ren +3

The paper presents a framework that uses large and small language model agents, enhanced with physics-informed fine‑tuning and reinforcement learning, to automate PID controller tu…