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Open access 2026

Constrained Residual Reinforcement Learning Augmentation of MRAC for Actuator-Safe Nonlinear Tracking

Robust tracking under nonlinear uncertainty and actuator constraints remains challenging for model-reference adaptive control (MRAC). Deep reinforcement learning (RL) can compensate for nonlinear effects, but a standalone policy provides no inherent model-reference structure. This paper combines an MRAC backbone with a...

Abdelrehim A. Elembaby, B. Emran · 0 citations

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