DocumentCode
1858161
Title
Impulse response estimation for robust speech recognition in a reverberant environment
Author
Ravanelli, Mirco ; Sosi, Alessandro ; Svaizer, Piergiorgio ; Omologo, Maurizio
Author_Institution
Fondazione Bruno Kessler-Irst, Trento, Italy
fYear
2012
fDate
27-31 Aug. 2012
Firstpage
1668
Lastpage
1672
Abstract
This paper refers to a voice-enabled smart-home scenario, for which contaminated speech is produced to train a distant-speech recognition system. The impulse response measurement process is investigated, with a specific focus on its impact on speech recognition performance. Experimental results, related to a phone-loop and to a word-loop task, show that a significant change of performance is obtained when using different techniques for impulse response estimation. In particular, the best performance is obtained when an exponential sine sweep excitation sequence is used, with a proper choice of its length and of the energy with which it is propagated in the environment.
Keywords
speech recognition; transient response; contaminated speech; distant-speech recognition system; exponential sine sweep excitation sequence; impulse response estimation; impulse response measurement process; phone-loop; reverberant environment; robust speech recognition; speech recognition performance; voice-enabled smart-home scenario; word-loop task; Acoustics; Microphones; Monitoring; Pollution measurement; Signal to noise ratio; Speech; Speech recognition; Auralization; Distant-speech recognition; Room impulse response; Smart home; Speech contamination;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Conference_Location
Bucharest
ISSN
2219-5491
Print_ISBN
978-1-4673-1068-0
Type
conf
Filename
6334330
Link To Document