A Structure Exploiting SDP Solver for Robust Controller Synthesis

IEEE Control. Syst. Lett.(2023)

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摘要
this letter, we revisit structure exploiting SDP solvers dedicated to the solution of KalmanYakubovic-Popov semi-definite programs (KYP-SDPs). These SDPs inherit their name from the KYP lemma and they play a crucial role in, e.g., robustness analysis, robust state feedback synthesis, and robust estimator synthesis for uncertain dynamical systems. Off-the-shelve SDP solvers require O(n(6)) arithmetic operations per Newton step to solve this class of problems, where n is the state dimension of the dynamical system under consideration. Specialized solvers reduce this complexity to O(n(3)). However, existing specialized solvers do not include semi-definite constraints on the Lyapunov matrix, which is necessary for controller synthesis. In this letter, we show how to include such constraints in structure exploiting KYP-SDP solvers.
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关键词
Barrier function,semidefinite program,KYP lemma,robust synthesis
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