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The Transient Impulse Response Modeling Method for Non-parametric System Identication
KTH, School of Electrical Engineering (EES), Automatic Control. KTH, School of Electrical Engineering (EES), Centres, ACCESS Linnaeus Centre.
Vrije Universiteit Brussel, ELEC Department.
ICTEAM, Universite Catholique de Louvain,.
KTH, School of Electrical Engineering (EES), Automatic Control. KTH, School of Electrical Engineering (EES), Centres, ACCESS Linnaeus Centre.ORCID iD: 0000-0002-9368-3079
2016 (English)In: Automatica, ISSN 0005-1098, E-ISSN 1873-2836, Vol. 68, 314-328 p.Article in journal (Refereed) Published
Abstract [en]

A method for the nonparametric estimation of the Frequency Response Function (FRF) was introduced in [5] and latercalled Transient Impulse Response Modeling Method (trimm). We present here a slightly improved version of the originalmethod and, more importantly, we thoroughly analyze the method in terms of bias and variance errors. This analysis leads toguidelines for the choice of the design parameters of the trimm method. Our theoretical expressions for the bias and varianceerrors are validated by simulations which, at the same time, highlight the eect of the design parameters on the performanceof the method.

Place, publisher, year, edition, pages
Elsevier, 2016. Vol. 68, 314-328 p.
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-180535DOI: 10.1016/j.automatica.2016.01.062ISI: 000375507600036ScopusID: 2-s2.0-84961774979OAI: oai:DiVA.org:kth-180535DiVA: diva2:894458
Note

QC 20160516

Available from: 2016-01-15 Created: 2016-01-15 Last updated: 2016-06-09Bibliographically approved

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Hägg, PerHjalmarsson, Håkan
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