Audio source separation using - Panaganti - Kirjat - Grin Publishing - 9783656588863 - tiistai 18. helmikuuta 2014
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Audio source separation using

Panaganti

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Audio source separation using

Project Report from the year 2013 in the subject Audio Engineering, grade: 10, , course: ECE, language: English, abstract: Audio source separation is the problem of automated separation of audio sources present in a room, using a set of differently placed microphones, capturing the auditory scene. The whole problem resembles the task a human can solve in a cocktail party situation, where using two sensors (ears), the brain can focus on a specific source of interest, suppressing all other sources present (cocktail party problem). For computational and conceptual simplicity this problem is often represented as a linear transformation of the original audio signals. In other words, each component (multivariate signal) of the representation is a linear combination of the original variables (original subcomponents). In signal processing, independent component analysis (ICA) is a computational method for separating a multivariate signal into additive subcomponents by assuming that the subcomponents are non-Gaussian signals and that they are all statistically independent from each other. Such a representation seems to capture the essential structure of the data in many applications. Here we separate audio using different criteria suggested for ICA, being PCA (Principal Component Analysis), Non-gaussianity maximization using kurtosis and neg-entropy methods, frequency domain approach using non-gaussianity maximization and beamforming.


Illustrations, black and white

Media Kirjat     Book
Julkaisupäivämäärä tiistai 18. helmikuuta 2014
ISBN13 9783656588863
Tuottaja Grin Publishing
Sivujen määrä 32
Mitta 148 × 210 × 20 mm   ·   250 g   (Arvioitu paino)
Kieli German