DocumentCode :
3062633
Title :
A Multi-GPU Spectrometer System for Real-Time Wide Bandwidth Radio Signal Analysis
Author :
Kondo, Hirofumi ; Heien, Eric ; Okita, Masao ; Werthimer, Dan ; Hagihara, Kenichi
Author_Institution :
Grad. Sch. of Inf. Sci. & Technol., Osaka Univ., Suita, Japan
fYear :
2010
fDate :
6-9 Sept. 2010
Firstpage :
594
Lastpage :
604
Abstract :
This paper describes the implementation of a large bandwidth multi-GPU signal processing system for radio astronomy observation. This system performs very large Fast Fourier Transform (FFT) and spectrum analysis to achieve real-time analysis of a large bandwidth spectrum. This is accomplished by implementing a four-step FFT algorithm in Compute Unified Device Architecture (CUDA). The key feature of this implementation is that the data size transferred between CPU and GPU is reduced using redundant calculation. We also apply pipeline execution to our system to minimize idle processor time, even with multiple GPUs on a shared bus. Using a single GPU, this system can analyze 1 GB of signal data (128 MHz bandwidth at 1 Hz resolution in single precision floating-point complex format) in 0.44 seconds. With the multi-GPU setup, using four GPUs enables 4 GB of signal data to be processed in 0.82 seconds. This is equivalent to a processing speed of around 60 GFLOPS. In particular, we focus on using this system in the Search for Extraterrestrial Radio Emissions from Nearby Developed Intelligent Populations (SERENDIP) project. By using multiple GPUs we can get enough practical performance for high bandwidth radio astronomy projects such as SERENDIP.
Keywords :
astronomy computing; computer graphic equipment; coprocessors; fast Fourier transforms; multiprocessing systems; signal processing; spectrometers; SERENDIP project; compute unified device architecture; fast Fourier transform; multiGPU spectrometer system; nearby developed intelligent populations; pipeline execution; radio astronomy observation; redundant calculation; search for extraterrestrial radio emissions; spectrum analysis; wide bandwidth radio signal analysis; Bandwidth; Field programmable gate arrays; Graphics processing unit; Instruction sets; Kernel; Radio astronomy; Real time systems; GPGPU; Radio Analysis; Real-Time Processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Processing with Applications (ISPA), 2010 International Symposium on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-8095-1
Electronic_ISBN :
978-0-7695-4190-7
Type :
conf
DOI :
10.1109/ISPA.2010.53
Filename :
5634388
Link To Document :
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