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Robustness properties of a large-amplitude, high-frequency extremum seeking control scheme
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abstract
We analyze stability and robustness properties of an extremum seeking scheme that employs oscillatory dither signals with sufficiently large amplitudes and frequencies. Our study takes both input and output disturbances into account. We consider general $L_\infty$-disturbances, which may resonate with the oscillatory dither signals. A suitable change of coordinates followed by an averaging procedure reveals that the closed-loop system approximates the behavior of an averaged system. This leads to the effect that stability and robustness properties carry over from the averaged system to the closed-loop system. In particular, we show that, if the averaged system is input-to-state stable (ISS), then the closed-loop system has ISS-like properties.
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Some remarks on gradient dominance and LQR policy optimization
Continuous-time LQR policy optimization satisfies a saturated PŁI condition that yields input-to-state stability of perturbed gradient flows, and overparametrization can restore global exponential convergence.
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