Title :
Digital beamforming using a GPU
Author :
Nilsen, Carl-Inge Colombo ; Hafizovic, Ines
Author_Institution :
Dept. of Inf., Univ. of Oslo, Oslo
Abstract :
In this paper we investigate the use of GPUs as digital beamformers. We specify a parallel implementation of a beamformer in time and frequency domain and measure its performance. We also give examples of the processing limits of NVIDIA Geforce 8800 GPU with respect to application parameters: number of sensors, sampling frequency, bandwidth, and number of simultaneous beams. The results are compared to those of algorithms similarly implemented on a Intel Xeon CPU. We find that the GPU is able to process a larger amount of information than the CPU, and that it can be used as a digital beamformer for arrays with a large number of elements sampled at high rates. Exact results are given for the abovementioned application parameters.
Keywords :
array signal processing; computer graphics; frequency-domain analysis; time-domain analysis; Intel Xeon CPU; NVIDIA Geforce 8800 GPU; digital beamforming; sampling frequency; time-frequency domain; Array signal processing; Central Processing Unit; Delay effects; Frequency synchronization; Informatics; Parallel algorithms; Parallel processing; Sensor arrays; Signal processing algorithms; Yarn; Array signal processing; parallel processing;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4959657