TY - JOUR
T1 - Time-domain moment matching for multiple-input multiple-output linear time-invariant models
AU - Shakib, Mohammad Fahim
AU - Scarciotti, Giordano
AU - Pogromsky, Alexander Yu
AU - Pavlov, Alexey
AU - van de Wouw, Nathan
PY - 2023/6
Y1 - 2023/6
N2 - Model reduction by moment matching for linear time-invariant (LTI) models is a reduction technique that has a clear interpretation in the Laplace domain. In particular, for the multiple-input multiple-output (MIMO) LTI case, Krylov subspace methods aim at matching the transfer-function matrix (and possibly its derivatives) of the reduced-order model to the transfer-function matrix of the full-order model along so-called tangential directions at desired interpolation points. A straightforward application of time-domain moment matching to MIMO LTI models does not result in such a match in the transfer-function matrix. In this paper, we derive a relation between the MIMO transfer-function matrices of the full- and the reduced-order models that follows from the application of time-domain moment matching on MIMO LTI models. This is subsequently exploited to formulate conditions on the parameters of time-domain moment matching under which the transfer-function matrix is matched along tangential directions, thus ensuring consistency with classical Krylov subspace methods.
AB - Model reduction by moment matching for linear time-invariant (LTI) models is a reduction technique that has a clear interpretation in the Laplace domain. In particular, for the multiple-input multiple-output (MIMO) LTI case, Krylov subspace methods aim at matching the transfer-function matrix (and possibly its derivatives) of the reduced-order model to the transfer-function matrix of the full-order model along so-called tangential directions at desired interpolation points. A straightforward application of time-domain moment matching to MIMO LTI models does not result in such a match in the transfer-function matrix. In this paper, we derive a relation between the MIMO transfer-function matrices of the full- and the reduced-order models that follows from the application of time-domain moment matching on MIMO LTI models. This is subsequently exploited to formulate conditions on the parameters of time-domain moment matching under which the transfer-function matrix is matched along tangential directions, thus ensuring consistency with classical Krylov subspace methods.
KW - Model order reduction
KW - Moment matching
KW - Tangential interpolation
UR - http://www.scopus.com/inward/record.url?scp=85149743279&partnerID=8YFLogxK
U2 - 10.1016/j.automatica.2023.110935
DO - 10.1016/j.automatica.2023.110935
M3 - Article
AN - SCOPUS:85149743279
SN - 0005-1098
VL - 152
JO - Automatica
JF - Automatica
M1 - 110935
ER -