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
Link To Document :
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