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2026

Predefined-Time Nonsingular Sliding Mode Control for Markov Jump Manipulator Systems via Reinforcement Learning

This paper investigates the trajectory-tracking control problem for manipulators subject to stochastic payload variations and composite disturbances. The manipulator dynamics are modeled as a Markov jump system to capture random mode switching. To ensure high-precision tracking, a novel reinforcement learning (RL)-base...

Dan Li, Hua-Guang Zhang, Yang Cui et al. · 0 citations

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