DocumentCode
1697872
Title
Improving the throughput of flexible-precision DSPS via algorithm transformation
Author
Aggarwal, M. ; Shanbha, Naresh ; Ahuja, Narendra
Author_Institution
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL, USA
Volume
5
fYear
1998
Firstpage
3069
Abstract
In this paper, we have presented a systematic technique to improve throughput of signal/image processing algorithms when implemented on flexible precision hardware. Many image/signal processing algorithms need 8-16 bit precision while the DSPs available are of much higher precision (32 bit). Significant performance gain can be obtained if multiple low precision computations can be performed in one cycle of a high precision DSP. We have proposed a framework based on algorithm transformation techniques of unfolding and retiming to systematically map low precision algorithms onto high precision DSPs. The improvement in throughput obtained by this framework is linearly related to the ratio of precision used by the processor and that required by the algorithm. The efficacy of this technique has been demonstrated on a IIR filter. We have also established some theoretical bounds on the maximum throughput that can be achieved using the proposed methodology
Keywords
IIR filters; image processing; signal processing; transforms; 16 bit; 32 bit; 8 bit; IIR filter; algorithm transformation; flexible-precision DSP; image processing; performance gain; retiming; signal processing; systematic technique; throughput; unfolding; Digital signal processing; Hardware; High performance computing; IIR filters; Performance gain; Pipeline processing; Signal processing; Signal processing algorithms; Throughput; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location
Seattle, WA
ISSN
1520-6149
Print_ISBN
0-7803-4428-6
Type
conf
DOI
10.1109/ICASSP.1998.678174
Filename
678174
Link To Document