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Fast Basis Function Estimators for Identification of Nonstationary Stochastic Processes

The problem of identification of a linear nonsta-tionary stochastic process is considered and solved using theapproach based on functional series approximation of time-varying parameter trajectories. The proposed fast basis func-tion estimators are computationally attractive and yield resultsthat are better than those provided by the local least squaresalgorithms. It is shown that two important design parameters –the number of basis functions and the size of the local analysisinterval – can be selected on-line in an adaptive way.

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DOI
Digital Object Identifier link open in new tab 10.23919/eusipco.2019.8902739
Category
Aktywność konferencyjna
Type
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Language
angielski
Publication year
2019

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