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Adaptive Control with Sparse Identification of Nonlinear Dynamics

math.OC · 2026-04-07 · unverdicted · novelty 6.0

SP-ICL integrates L1 regularization with integral concurrent learning using sliding modes to recover sparse parameters online and proves ultimate boundedness of closed-loop trajectories via non-smooth Lyapunov analysis.

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  • Adaptive Control with Sparse Identification of Nonlinear Dynamics math.OC · 2026-04-07 · unverdicted · none · ref 20

    SP-ICL integrates L1 regularization with integral concurrent learning using sliding modes to recover sparse parameters online and proves ultimate boundedness of closed-loop trajectories via non-smooth Lyapunov analysis.