IEEE transactions on cybernetics
Optimal Tracking Control of Uncertain Nonlinear Systems Using Simplified Reinforcement Learning.
Pengju Ning, Lingjie Duan, Changchun Hua
Published: 202610.1109/TCYB.2026.3650813
Abstract
This article investigates the optimal tracking control problem for high-order uncertain nonlinear systems by developing a simplified reinforcement learning (RL) framework with minimal neural networks (NNs). In contrast to conventional RL-based scheme…
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