DocumentCode
573226
Title
The effect of speech denoising algorithms on sound source localization for humanoid robots
Author
Athanasopoulos, Georgios ; Dekens, Tomas ; Brouckxon, Henk ; Verhelst, Werner
Author_Institution
Dept. of Electron. & Inf. (ETRO), Vrije Univ. Brussel (VUB), Brussels, Belgium
fYear
2012
fDate
2-5 July 2012
Firstpage
327
Lastpage
332
Abstract
In this paper we study the suitability and performance of four major speech denoising algorithms as weighting functions for the Generalized Cross-Correlation (GCC) and discuss the role of the microphones´ frequency response on the localization estimates. An evaluation is made with the humanoid robot Nao. Moving away from simulated environments, we look at the performance of sound source localization under different in-system and ambient noise conditions. We also present a time delay of arrival (TDOA) / GCC based sound source localization method for real-world humanoid robots which was used for our experiments. This method addresses the robot´s shape influence by utilizing a pre-measured set of TDOAs.
Keywords
frequency response; humanoid robots; microphones; path planning; signal denoising; speech processing; time-of-arrival estimation; GCC; Nao humanoid robots; TDOA; ambient noise conditions; generalized cross-correlation; localization estimates; microphone frequency response; sound source localization method; speech denoising algorithms; time-delay of arrival estimation; weighting functions; Microphones; Noise measurement; Noise reduction; Robots; Signal to noise ratio; Speech; Microphone arrays; Nao; generalized cross correlation (GCC); sound source localization; speech denoising; time delay of arrival (TDOA);
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location
Montreal, QC
Print_ISBN
978-1-4673-0381-1
Electronic_ISBN
978-1-4673-0380-4
Type
conf
DOI
10.1109/ISSPA.2012.6310569
Filename
6310569
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