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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