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Weak Convexity and Proximal Bundle Methods for Nonsmooth Policy Optimization in Robust Control

Watanabe, Yuto et al.
arXiv (All) · Papers
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optimization-and-controlsystems-and-control
We study policy optimization for discrete-time robust $\mathcal{H}_\infty$ control with static output-feedback, and present the first feasibility-preserving algorithm with a deterministic, non-asymptotic complexity guarantee. This problem naturally leads to a nonsmooth and nonconvex optimization ove
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