Speech Recognition Using Articulatory and Excitation Source Features

Lieferzeit: Lieferbar innerhalb 14 Tagen

53,49 

SpringerBriefs in Speech Technology

ISBN: 3319492195
ISBN 13: 9783319492193
Autor: Rao, K Sreenivasa/K E, Manjunath
Verlag: Springer Verlag GmbH
Umfang: xi, 92 S., 19 s/w Illustr., 4 farbige Illustr., 92 p. 23 illus., 4 illus. in color.
Erscheinungsdatum: 18.01.2017
Auflage: 1/2017
Produktform: Kartoniert
Einband: Kartoniert

Focuses on articulatory features and various groups present within the general AFsProposes robust signal processing methods for extracting the excitation source features from LP residual signalDiscusses various mapping functions for extracting the AFs from spectral features and appropriate non-linear models for realizing the accurate mapping functions for the shape of vocal tract to movements of articulatorsIncludes supplementary material: sn.pub/extras

Artikelnummer: 9960363 Kategorie:

Beschreibung

This book discusses the contribution of articulatory and excitation source information in discriminating sound units. The authors focus on excitation source component of speech -- and the dynamics of various articulators during speech production -- for enhancement of speech recognition (SR) performance. Speech recognition is analyzed for read, extempore, and conversation modes of speech. Five groups of articulatory features (AFs) are explored for speech recognition, in addition to conventional spectral features. Each chapter provides the motivation for exploring the specific feature for SR task, discusses the methods to extract those features, and finally suggests appropriate models to capture the sound unit specific knowledge from the proposed features. The authors close by discussing various combinations of spectral, articulatory and source features, and the desired models to enhance the performance of SR systems.

Autorenporträt

K. Sreenivasa Rao is an Associate Professor at IIT Kharagpur. He has published seven books with Springer. He published 55 Journal publications, 25 book chapters and 115 conference publications.

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