DocumentCode :
646636
Title :
High throughput energy efficient parallel FFT architecture on FPGAs
Author :
Ren Chen ; Neungsoo Park ; Prasanna, Viktor K.
Author_Institution :
Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
fYear :
2013
fDate :
10-12 Sept. 2013
Firstpage :
1
Lastpage :
6
Abstract :
Throughput is a key performance metric for streaming FFT architectures. However, increasing spatial parallelism to improve throughput introduces complex routing, thus resulting in high power consumption. In this paper, we propose a high throughput energy efficient parallel FFT architecture based on Cooley-Tukey algorithm. Multiple pipeline FFT processors using time-multiplexing are utilized to perform FFT computation tasks in parallel. This design realizes high performance using task-level parallelism and avoids complex routing. Furthermore, to reduce the memory power consumption, a periodic memory activation (PMA) scheme is developed. By analyzing energy efficiency (defined as GOPS/Joule) asymptotically, we show that our design achieves a low energy efficiency complexity while satisfying a high-throughput requirement. For N-point FFT (64 ≤ N ≤ 4096), our proposed architecture achieves 50 ~ 63 GOPS/Joule, i.e., up to 78% of the Peak Energy Efficiency of FFT designs on FPGAs. Compared with a state-of-the-art design, our design improves the energy efficiency (defined as GOPS/Joule) by 17% to 26% with the same throughput.
Keywords :
energy conservation; fast Fourier transforms; field programmable gate arrays; pipeline processing; power aware computing; Cooley-Tukey algorithm; FPGA; PMA scheme; fast Fourier transform; high throughput energy efficient parallel FFT architecture; memory power consumption reduction; multiple pipeline FFT processors; periodic memory activation scheme; task-level parallelism; time-multiplexing; Computer architecture; Field programmable gate arrays; Parallel processing; Pipelines; Power demand; Program processors; Throughput;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Extreme Computing Conference (HPEC), 2013 IEEE
Conference_Location :
Waltham, MA
Print_ISBN :
978-1-4799-1364-0
Type :
conf
DOI :
10.1109/HPEC.2013.6670343
Filename :
6670343
Link To Document :
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