DocumentCode :
1834246
Title :
Toward efficient static analysis of finite-precision effects in DSP applications via affine arithmetic modeling
Author :
Fang, Claire Fang ; Rutenbar, Rob A. ; Puschel, Markus ; Chen, Tsuhan
Author_Institution :
Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear :
2003
fDate :
2-6 June 2003
Firstpage :
496
Lastpage :
501
Abstract :
We introduce a static error analysis technique, based on smart interval methods from affine arithmetic, to help designers translate DSP codes from full-precision floating-point to smaller finite-precision formats. The technique gives results for numerical error estimation comparable to detailed simulation, but achieves speedups of three orders of magnitude by avoiding actual bit-level simulation. We show results for experiments mapping common DSP transform algorithms to implementations using small custom floating point formats.
Keywords :
digital arithmetic; digital signal processing chips; error analysis; finite element analysis; DSP application; affine arithmetic modeling; embedded hardware; finite-precision effect; floating point format; numerical error estimation; probabilistic error bound; smart interval method; static error analysis technique; Application software; Computational modeling; Digital arithmetic; Digital signal processing; Dynamic range; Error analysis; Floating-point arithmetic; Hardware; Permission; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Design Automation Conference, 2003. Proceedings
Print_ISBN :
1-58113-688-9
Type :
conf
DOI :
10.1109/DAC.2003.1219057
Filename :
1219057
Link To Document :
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