Reinforcement Learning-Based PID for Nonlinear Temperature Control with Delayed Feedback and Measurement Noise

Abstract

Temperature control systems in practice are often affected by nonlinear dynamics, delayed feedback, and measurement noise, which makes reliable controller tuning challenging. This study examines how different PID tuning strategies perform under such r