Search Results for author: Lorenzo Gentilini

Found 3 papers, 0 papers with code

Data-driven Output Regulation via Gaussian Processes and Luenberger Internal Models

no code implementations28 Oct 2022 Lorenzo Gentilini, Michelangelo Bin, Lorenzo Marconi

This paper deals with the problem of adaptive output regulation for multivariable nonlinear systems by presenting a learning-based adaptive internal model-based design strategy.

Gaussian Processes

Data-Driven Analytic Differentiation via High Gain Observers and Gaussian Process Priors

no code implementations27 Oct 2022 Biagio Trimarchi, Lorenzo Gentilini, Fabrizio Schiano, Lorenzo Marconi

The presented paper tackles the problem of modeling an unknown function, and its first $r-1$ derivatives, out of scattered and poor-quality data.

Adaptive Nonlinear Regulation via Gaussian Process

no code implementations24 Jun 2022 Lorenzo Gentilini, Michelangelo Bin, Lorenzo Marconi

The paper deals with the problem of output regulation of nonlinear systems by presenting a learning-based adaptive internal model-based design strategy.

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