The accuracy and computational efficiency of the Loewner framework for the system identification of mechanical systems

Date

2023-06-20

Advisors

Journal Title

Journal ISSN

Volume Title

Publisher

MDPI

Department

Type

Article

ISSN

2226-4310

item.page.extent-format

Citation

Dessena G, Civera M, Ignatyev DI, et al., (2023) The accuracy and computational efficiency of the Loewner framework for the system identification of mechanical systems, Aerospace, Volume 10, Issue 6, June 2023, Article Number 571

Abstract

The Loewner framework has recently been proposed for the system identification of mechanical systems, mitigating the limitations of current frequency domain fitting processes for the extraction of modal parameters. In this work, the Loewner framework computational performance, in terms of the elapsed time till identification, is assessed. This is investigated on a hybrid, numerical and experimental dataset against two well-established system identification methods (least-squares complex exponential, LSCE, and subspace state space system identification, N4SID). Good results are achieved, in terms of better accuracy than LSCE and better computational performance than N4SID.

Description

item.page.description-software

item.page.type-software-language

item.page.identifier-giturl

Keywords

Loewner matrix, Loewner framework, system identification, frequency response functions, modal analysis, experimental modal analysis, structural dynamics, tangential interpolation, damage detection, structural health monitoring

Rights

Attribution 4.0 International

item.page.relationships

item.page.relationships

item.page.relation-supplements