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New semi-causal and noncausal techniques for detection of impulsive disturbances in multivariate signals with audio applications

Abstract

This paper deals with the problem of localization of impulsive disturbances in nonstationary multivariate signals. Both unidirectional and bidirectional (noncausal) detection schemes are proposed. It is shown that the strengthened pulse detection rule, which combines analysis of one-step-ahead signal prediction errors with critical evaluation of leave-one-out signal interpolation errors, allows one to noticeably improve detection results compared to the prediction-only based solutions. The proposed general purpose approach is illustrated with two examples of practical applications – elimination of impulsive disturbances (such as clicks, pops and record scratches) from archive audio files and robust parametric spectrum estimation.

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Category:
Articles
Type:
artykuł w czasopiśmie wyróżnionym w JCR
Published in:
IEEE TRANSACTIONS ON SIGNAL PROCESSING no. 65, edition 15, pages 3881 - 3892,
ISSN: 1053-587X
Language:
English
Publication year:
2017
Bibliographic description:
Niedźwiecki M., Ciołek M.: New semi-causal and noncausal techniques for detection of impulsive disturbances in multivariate signals with audio applications// IEEE TRANSACTIONS ON SIGNAL PROCESSING. -Vol. 65, iss. 15 (2017), s.3881-3892
DOI:
Digital Object Identifier (open in new tab) 10.1109/tsp.2017.2692740
Verified by:
Gdańsk University of Technology

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