DocumentCode
3303797
Title
Exploiting the Power of GPUs for Multi-gigabit Wireless Baseband Processing
Author
Kocak, Taskin ; Hinitt, Nicholas
Author_Institution
Dept. of Comput. Eng., Bahcesehir Univ., Istanbul, Turkey
fYear
2010
fDate
7-9 July 2010
Firstpage
56
Lastpage
62
Abstract
In this paper, we explore the feasibility of achieving gigabit baseband throughput using the vast computational power offered by the graphics processors (GPUs). One of the most computationally intensive functions commonly used in baseband communications, the Fast Fourier Transform (FFT) algorithm, is implemented on an NVIDIA GPU using their general-purpose computing platform called the Compute Unified Device Architecture (CUDA). The paper, first, investigates the implementation of an FFT algorithm using the GPU hardware and exploiting the computational capability available. It then outlines the limitations discovered and the methods used to overcome these challenges. Finally a new algorithm to compute FFT is proposed, which reduces interprocessor communication, and it is further optimized by improving memory access, enabling the processing rate to exceed 4 Gbps, achieving a processing time of a 512-point FFT in less than 200 ns.
Keywords
computer architecture; computer graphic equipment; coprocessors; fast Fourier transforms; general purpose computers; wireless channels; NVIDIA GPU; compute unified device architecture; fast Fourier transform; general purpose computing platform; interprocessor communication; multigigabit wireless baseband processing; Acceleration; Baseband; Central Processing Unit; Computer architecture; Concurrent computing; Distributed computing; Power engineering and energy; Power engineering computing; Signal processing algorithms; Throughput; FFT; Graphics processors; wireless baseband processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Computing (ISPDC), 2010 Ninth International Symposium on
Conference_Location
Istanbul
Print_ISBN
978-1-4244-7602-2
Type
conf
DOI
10.1109/ISPDC.2010.19
Filename
5532488
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