H2 order-reduction for bilinear systems based on Grassmann manifold

Research output: Contribution to journalArticlepeer-review

10 Scopus citations

Abstract

In this paper, we focus on optimal H2 model reduction methods for bilinear systems. The optimal H2 model reduction problem can be viewed as a minimization problem on Grassmann manifold. By utilizing the geometry of Grassmann manifold, a gradient descent model reduction algorithm and a conjugate gradient model reduction algorithm based on Grassmann manifold are given. These two algorithms can simulate well the behavior of the original system and the order-reduced systems generated by our algorithms can satisfy the minimal stability requirement. Numerical examples are given to illustrate the effectiveness of our methods.

Original languageEnglish
Pages (from-to)4467-4479
Number of pages13
JournalJournal of the Franklin Institute
Volume352
Issue number10
DOIs
StatePublished - 1 Oct 2015

Fingerprint

Dive into the research topics of 'H2 order-reduction for bilinear systems based on Grassmann manifold'. Together they form a unique fingerprint.

Cite this