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A tutorial on applications-oriented optimal experiment design
KTH, School of Electrical Engineering (EES), Automatic Control. KTH, School of Electrical Engineering (EES), Centres, ACCESS Linnaeus Centre. (System Identification Group)ORCID iD: 0000-0003-0355-2663
KTH, School of Electrical Engineering (EES), Automatic Control. KTH, School of Electrical Engineering (EES), Centres, ACCESS Linnaeus Centre. (System Identification Group)ORCID iD: 0000-0002-3672-5316
KTH, School of Electrical Engineering (EES), Automatic Control. KTH, School of Electrical Engineering (EES), Centres, ACCESS Linnaeus Centre. (System Identification Group)ORCID iD: 0000-0002-9368-3079
2012 (English)In: Identification For Automotive Systems, Springer Berlin/Heidelberg, 2012, 149-164 p.Conference paper, Published paper (Refereed)
Abstract [en]

Presented in this chapter is a tutorial on the design of input signals for system identification. The chapter concerns the details of basic optimal experiment design, computational issues, implementation and conditions that lead to an optimal input signal. It is also addressed how the two fundamental issues associated with system identification, model structure identification and model validation relate to experiment design. Throughout the chapter, a simple FIR example is employed to illuminate the concepts presented.

Place, publisher, year, edition, pages
Springer Berlin/Heidelberg, 2012. 149-164 p.
Series
Lecture Notes in Control and Information Sciences, ISSN 0170-8643 ; 418
Keyword [en]
Computational issues, Experiment design, Input signal, Model validation, Optimal experiment design, Structure identification
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-72606DOI: 10.1007/978-1-4471-2221-0_9ISI: 000306990500009Scopus ID: 2-s2.0-84855870203ISBN: 978-1-4471-2220-3 (print)OAI: oai:DiVA.org:kth-72606DiVA: diva2:488321
Conference
Workshop on Identification for Automotive Systems,Johannes Kepler Univ Linz, Linz, Austria,July 15-16, 2010
Funder
ICT - The Next Generation
Note

QC 20120803

Available from: 2012-02-01 Created: 2012-01-31 Last updated: 2013-04-15Bibliographically approved

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Rojas, Cristian R.Mårtensson, JonasHjalmarsson, Håkan

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