TY - JOUR
T1 - Two-sided dimension reduction for linear control systems of kth-order form
AU - Yang, Jun Man
AU - Jiang, Yao Lin
N1 - Publisher Copyright:
© 2022 European Control Association
PY - 2023/1
Y1 - 2023/1
N2 - In this article, a two-sided structure-preserving dimension reduction method for linear control systems of kth-order form is discussed. We first recall the Petrov–Galerkin framework of dimension reduction for the kth linear systems. Then the moments of systems at a given frequency point s0 are discussed. According to the recurrence form of the moments, we obtain the input Krylov subspace and the projection matrix V. Via dually designing output Krylov subspace, we obtain the output Krylov subspace basis matrix W. Hence, the two-sided dimension reduction method is obtained via combination V with W. Afterwards one can obtain the result that the number of moments matched is twice as much as the column dimension of the projection matrix. Finally, one numerical experiment is performed to verify the proposed dimension reduction method.
AB - In this article, a two-sided structure-preserving dimension reduction method for linear control systems of kth-order form is discussed. We first recall the Petrov–Galerkin framework of dimension reduction for the kth linear systems. Then the moments of systems at a given frequency point s0 are discussed. According to the recurrence form of the moments, we obtain the input Krylov subspace and the projection matrix V. Via dually designing output Krylov subspace, we obtain the output Krylov subspace basis matrix W. Hence, the two-sided dimension reduction method is obtained via combination V with W. Afterwards one can obtain the result that the number of moments matched is twice as much as the column dimension of the projection matrix. Finally, one numerical experiment is performed to verify the proposed dimension reduction method.
KW - Petrov–Galerkin framework
KW - Recurrence form of moments
KW - Two-sided dimension reduction
KW - kth-order Krylov subspace
KW - kth-order control systems
UR - https://www.scopus.com/pages/publications/85136083782
U2 - 10.1016/j.ejcon.2022.100722
DO - 10.1016/j.ejcon.2022.100722
M3 - 文章
AN - SCOPUS:85136083782
SN - 0947-3580
VL - 69
JO - European Journal of Control
JF - European Journal of Control
M1 - 100722
ER -