Audio source separation using independent component analysis and beam formation
Language: English
Published by GRIN Verlag, 2014
- Softcover
- Used
Condition: Used - Fine
£ 12.48
Quantity: 1 available
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Zustand: Sehr gut | Sprache: Englisch | Produktart: Bücher | 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.…
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- Title
- Audio source separation using independent component analysis and beam formation
- Author
- Panaganti, Kishan
- Publisher
- GRIN Verlag
- Publication year
- 2014
- Condition
- Sehr gut
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 3656588864
- ISBN 13
- 9783656588863
- Seller catalogs
- Bücher
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