DocumentCode
1902240
Title
Gaussian Components Optimization for a Robot Controlled by Speech Commands in Mexican Spanish
Author
Mayorga, O.P. ; Olguin, J.E.M. ; Hernandez, A.M.C. ; Flores, J.I.M.
Author_Institution
Div. de Estudios de Posgrado e Investigacion, Inst. Tecnologico de Mexicali, Mexicali, Mexico
fYear
2007
fDate
25-28 Sept. 2007
Firstpage
324
Lastpage
329
Abstract
In this paper we describe two experiments using speech commands in Mexican Spanish language, for these experiments two techniques were used, dynamics time warping (DTW) and Gaussian mixture modeling (GMM), these are successful methods in speech recognition context, but rarely used in robotics domain. The position of a planar robot could be controlled by a microcontroller receiving signal commands from a computer interface. The computer receive speech commands which are processed using either, templates paradigm in the dynamic time warping case, or robust Mel frequency cepstral coefficients (MFCC) using the GMM method. Over the past several years GMM and MFCC have become two of the dominant approaches for modeling speaker and speech recognition applications, nevertheless we obtained similar results in experiments with DTW. In this paper we focus in the optimization of Gaussian components number.
Keywords
Gaussian processes; cepstral analysis; control engineering computing; natural languages; robots; speech processing; Gaussian components optimization; Gaussian mixture modeling; Mel frequency cepstral coefficients; Mexican Spanish language; computer interface; dynamics time warping; robots; signal commands; speaker recognition; speech commands; speech recognition; Application software; Computer interfaces; Context modeling; Mel frequency cepstral coefficient; Microcontrollers; Natural languages; Robot control; Robustness; Speech processing; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronics, Robotics and Automotive Mechanics Conference, 2007. CERMA 2007
Conference_Location
Morelos
Print_ISBN
978-0-7695-2974-5
Type
conf
DOI
10.1109/CERMA.2007.4367707
Filename
4367707
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