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CONVERGENCE RATE DETERMINATION FOR GRADIENT-BASED ADAPTIVE ESTIMATORS.

Simple item page
dc.contributor.authorBitmead, R. R.en
dc.contributor.authorAnderson, B. D.O.en
dc.contributor.authorTung Sang Ng, Sang Ngen
dc.date.accessioned2026-01-02T22:40:52Z
dc.date.available2026-01-02T22:40:52Z
dc.date.issued1985en
dc.description.abstractA convergence rate estimate is derived for the homogeneous gradient-based adaptive linear estimator algorithm. This estimate involves the eigenvalues of the regression vector covariance matrix, yielding a useful measure for the choice of input signals for adaptive parameter estimation. The connection between this criterion and those more familiar from nonadaptive system identification is made and comparisons are drawn between the two areas.en
dc.description.sponsorshipOne of the analytical problems of examining adaptive linear parameter estimation algorithms is that, in applications involving noises, time variations * Received 14 December 1984; revised 18 September 1985.T he original version of this paper was presented at the IFAC World Congress on a Bridge BetweenC ontrol Sciencea nd Technology, in Budapest, Hungary, July 1984. The Published Proceedings of this I FAC Meetingm ay be ordered from Pergamon Press Limited, Headington Hill Hall, Oxford OX30BW, U.K. This paper was recommendedf or publication in revisedf orm by AssociateE ditor R. Vinter under the direction of Editor P. C. Parks. This work was supported by the Radio Research Board of Australia. t Department of Systems Engineering, Research School of Physical Sciences, Australian National University, Canberra, Australia. :~Department of Electrical Engineering, University of Wollongong, Wollongong, NSW, Australia.en
dc.description.statusPeer-revieweden
dc.format.extent5en
dc.identifier.isbn0080316689en
dc.identifier.issn0741-1146en
dc.identifier.otherORCID:/0000-0002-1493-4774/work/174740020en
dc.identifier.scopus0021975586en
dc.identifier.urihttps://hdl.handle.net/1885/733803237
dc.language.isoenen
dc.publisherr IFAC by Pergamon Pressen
dc.relation.ispartofIFAC Proceedings Seriesen
dc.relation.ispartofseriesIFAC Proceedings Seriesen
dc.titleCONVERGENCE RATE DETERMINATION FOR GRADIENT-BASED ADAPTIVE ESTIMATORS.en
dc.typeConference paperen
dspace.entity.typePublicationen
local.bibliographicCitation.lastpage669en
local.bibliographicCitation.startpage665en
local.contributor.affiliationBitmead, R. R.; Australian National Universityen
local.contributor.affiliationAnderson, B. D.O.; School of Engineering, ANU College of Systems and Society, The Australian National Universityen
local.contributor.affiliationTung Sang Ng, Sang Ng; Australian National Universityen
local.identifier.puree804874a-af8c-4ae6-963f-bad3d27274f1en
local.identifier.urlhttps://www.scopus.com/pages/publications/0021975586en
local.type.statusPublisheden

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