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2026-08-31 17:01 UTC · math.OC · math.OC, eess.SY

Interpolation Conditions for Instant Data Consistency with Port-Hamiltonian Structure

Martina Vanelli, Nima Monshizadeh, Julien M. Hendrickx

We develop a data-driven framework for nonlinear port-Hamiltonian (pH) systems based on interpolation conditions to characterize consistency between observed data and structured dynamical models. Specifically, we derive necessary and sufficient conditions for the existence of a pH system with a smooth (convex) Hamiltonian instantly consistent with a given dataset, without requiring explicit parametrization. We further provide a semidefinite programming formulation to verify consistency with non-degenerate interconnection and dissipation structures. Our results provide a principled approach to assess instant data consistency with physical structure and pave the way for control design directly from data.
arXiv abstractPDF

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