DocumentCode :
104600
Title :
Detecting Arrivals in Room Impulse Responses With Dynamic Time Warping
Author :
Kelly, Ian J. ; Boland, Francis M.
Author_Institution :
Dept. of Electron. & Electr. Eng., Trinity Coll. Dublin, Dublin, Ireland
Volume :
22
Issue :
7
fYear :
2014
fDate :
Jul-14
Firstpage :
1139
Lastpage :
1147
Abstract :
The detection of early reflections in room impulse responses is of importance to many algorithms including room geometry inference, mixing time determination and speech dereverberation. The detection of early reflections can be hampered by increasing reflection width, as the direct sound undergoes reflection and by overlapping of the reflections, as the reflection density grows. This paper investigates the use of Dynamic Time Warping upon a direct sound pulse to estimate the temporal distribution of arrivals in room impulse responses. Bounded Dynamic Time Warping is performed, after an initial correlation of the direct sound with the remaining signal, to further refine the arrival´s location and duration and to find arrivals which may otherwise not correlate well with the un-warped direct sound due to a change in the reflection´s shape. Dynamic Time Warping upon concatenated versions of the direct sound is also used to help find overlapping reflections which may otherwise go undetected. Warping is performed via a set of warp matrices which can be combined together and can also be inverted via a quickly calculated left pseudo-inverse. The algorithm presented is compared to two current methods of arrival detection and is shown to detect a lesser number of spurious arrivals than either of these algorithms.
Keywords :
acoustic signal detection; acoustic wave reflection; correlation theory; direction-of-arrival estimation; matrix algebra; transient response; arrival detection; bounded dynamic time warping; correlation; direct sound pulse; early reflection detection; mixing time determination; overlapping reflection; pseudoinverse; room geometry inference; room impulse response; speech dereverberation; temporal distribution of arrivals estimation; warp matrices; Heuristic algorithms; IEEE transactions; Matching pursuit algorithms; Shape; Speech; Speech processing; Vectors; Dynamic time warping; early reflections; room impulse response;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE/ACM Transactions on
Publisher :
ieee
ISSN :
2329-9290
Type :
jour
DOI :
10.1109/TASLP.2014.2321472
Filename :
6809961
Link To Document :
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