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New approach to noncausal identification of nonstationary stochastic systems subject to both smooth and abrupt parameter changes

Abstract

In this paper we consider the problem of finiteintervalparameter smoothing for a class of nonstationary linearstochastic systems subject to both smooth and abrupt parameterchanges. The proposed parallel estimation scheme combines theestimates yielded by several exponentially weighted basis functionalgorithms. The resulting smoother automatically adjustsits smoothing bandwidth to the type and rate of nonstationarityof the identified system. It also allows one to account for thedistribution of the measurement noise.

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Details

Category:
Conference activity
Type:
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Language:
English
Publication year:
2012
Bibliographic description:
Niedźwiecki M., Gackowski S.: New approach to noncausal identification of nonstationary stochastic systems subject to both smooth and abrupt parameter changes// / : , 2012,
DOI:
Digital Object Identifier (open in new tab) 10.1109/cdc.2012.6427018
Sources of funding:
  • Free publication
Verified by:
Gdańsk University of Technology

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