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eess.SY2020
Dissipativity verification with guarantees for polynomial systems from noisy input-state data
Tim Martin, Frank Allgöwer
In this paper, we investigate the verification of dissipativity properties for polynomial systems without an explicitly identified model but directly from noise-corrupted measureme…
eess.SY2020
Iterative data-driven inference of nonlinearity measures via successive graph approximation
Tim Martin, Frank Allgöwer
In this paper, we establish an iterative data-driven approach to derive guaranteed bounds on nonlinearity measures of unknown nonlinear systems. In this context, nonlinearity measu…