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A Superspace Method for Discrete-Time Bilinear Model Identification by Interaction Matrices
KTH, School of Information and Communication Technology (ICT), Communication Systems, CoS, Radio Systems Laboratory (RS Lab).ORCID iD: 0000-0003-2948-1082
2012 (English)In: The Journal of the astronautical sciences, ISSN 0021-9142, Vol. 59, no 1-2, 433-452 p.Article in journal (Refereed) Published
Abstract [en]

This paper presents a method for discrete-time bilinear state-space model identification from a single set of input-output data. The initial state can be unknown. By extending the interaction matrix formulation from linear to bilinear state-space models, the bilinear system state is expressed in terms of input-output measurements. This relationship is used to convert the bilinear model to an Equivalent Linear Model (ELM) which can be identified by any linear identification method such as a superspace method presented here. The bilinear state-space model is then extracted from the identified ELM.

Place, publisher, year, edition, pages
2012. Vol. 59, no 1-2, 433-452 p.
National Category
Astronomy, Astrophysics and Cosmology
Identifiers
URN: urn:nbn:se:kth:diva-169849ISI: 000209125300026Scopus ID: 2-s2.0-84866075090OAI: oai:DiVA.org:kth-169849DiVA: diva2:827168
Note

QC 20150626

Available from: 2015-06-26 Created: 2015-06-23 Last updated: 2017-12-04Bibliographically approved

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Čelik, Haris

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