Title :
On CUDA implementation of a multichannel room impulse response reshaping algorithm based on p-norm optimization
Author :
Mazur, Radoslaw ; Jungmann, Jan Ole ; Mertins, Alfred
Author_Institution :
Inst. for Signal Process., Univ. of Lubeck, Lubeck, Germany
Abstract :
By using room impulse response shortening and shaping it is possible to reduce the reverberation effects and therefore improve speech intelligibility. This may be achieved by a prefilter that modifies the overall impulse response to have a stronger attenuation. For achieving a spatial robustness, multichannel approaches have been proposed. Unfortunately, these approaches suffer from a very high computational cost and are far too slow for being of practical use in applications where filters have to be designed in real-time. In this work we tackle this drawback using a CUDA implementation and achieve a speedup of over 130 times.
Keywords :
acoustic signal processing; filtering theory; optimisation; parallel architectures; reverberation; speech intelligibility; CUDA implementation; impulse response; multichannel room impulse response reshaping algorithm; p-norm optimization; reverberation effect reduction; room impulse response shortening; spatial robustness; speech intelligibility; Acoustics; Graphics processing unit; Hardware; Instruction sets; Kernel; Optimization; Signal processing; CUDA; Optimization; reshaping; room impulse response (RIR); shortening;
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics (WASPAA), 2011 IEEE Workshop on
Conference_Location :
New Paltz, NY
Print_ISBN :
978-1-4577-0692-9
Electronic_ISBN :
1931-1168
DOI :
10.1109/ASPAA.2011.6082310