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On the lower smoothing bound in identification of time-varying systems

Abstract

In certain applications of nonstationary system identification the model-based decisions can be postponed, i.e. executed with a delay. This allows one to incorporate in the identification process not only the currently available information, but also a number of ''future'' data points. The resulting estimation schemes, which involve smoothing, are not causal. Assuming that the infinite observation history is available, the paper establishes the lower steady-state estimation bound for any noncausal estimator applied to a linear system with randomly drifting coefficients (under Gaussian assumptions). This lower bound complements the currently available one, which is restricted to causal estimators.

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Details

Category:
Articles
Type:
artykuł w czasopiśmie z listy filadelfijskiej
Published in:
AUTOMATICA no. 44, pages 459 - 464,
ISSN: 0005-1098
Language:
English
Publication year:
2008
Bibliographic description:
Niedźwiecki M.: On the lower smoothing bound in identification of time-varying systems// AUTOMATICA. -Vol. 44., nr. nr 2 (2008), s.459-464
DOI:
Digital Object Identifier (open in new tab) 10.1016/j.automatica.2007.05.020
Verified by:
Gdańsk University of Technology

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