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Resumen de Non-asymptotic model quality assessment of transfer functions at multiple frequency points

Sangho Koo, Erik Weber, Marco C. Campi

  • In this paper we develop methods for evaluating uncertainties in the frequency response of a dynamical system based on finitely many input–output data points. We extend the “Leave-out Sign-dominant Correlation Regions” (LSCR) algorithm to deliver confidence regions with a guaranteed probability for the frequency response at multiple frequencies, and we introduce a computationally efficient scheme that enables the confidence regions to be constructed frequency by frequency. Simulation examples illustrating the usefulness of the developed algorithm are provided.


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