Model reduction with pole-zero placement and high order moment matching

preprint2021arXivOpen access

Abstract

In this paper, we compute a low order approximation of a system of large order nn that matches νν moments of order jij_i of the transfer function, at νν interpolation points, has ℓ\ell poles and kk zeros fixed and also matches ν−(ℓ+k)ν-(\ell +k) moments of order ji+1j_i+1, where ji+1j_i+1 is the multiplicity of the ii-th interpolation point. We derive explicit linear systems in the free parameters to simultaneously achieve the required pole-zero placement and match the desired high order moments. We compute the closed form of the free parameters that meet the constraints, as the solution of a νν order linear system. Furthermore, for data-driven model reduction, we generalize the construction of the Loewner matrices to include the data and the imposed pole and higher order moment constraints. The resulting approximations achieve a trade-off between the good norm approximation and the preservation of the dynamics of the original system in a region of interest.

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