Ammar N. Abbas

Specialized Deep Residual Policy Reinforcement Learning Framework for Safe and Adaptive Continuous Control

2026 · IET Control Theory and Applications

ABSTRACT Traditional controllers have limitations as they rely on prior knowledge about the physics of the problem, require modelling of dynamics, and struggle to adapt to abnormal situations. Deep reinforcement learning (DRL) offers a promising …