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Improving music algorithm using BSS

Authors: Ismail Jouny;

Improving music algorithm using BSS

Abstract

This paper presents a framework for improving performance of the popular MUSIC algorithm using blind source separation. Whether it is used for direction of arrival (DOA) estimation or for spectral estimation, the performance of the MUSIC algorithm can be improved via BSS. This paper shows the impact of BSS on spectral estimation via MUSIC and examines scenarios where the sources are corrupted with additive Gaussian noise, differ significantly in strength, and scenarios where the sources are correlated. This paper also examines the impact of spatial smoothing prior to BSS on the resolution performance of correlated sources. BSS does not offer the spectral resolution attained by MUSIC but does enhance its performance in noise.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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