DocumentCode
400709
Title
Fast, accurate static analysis for fixed-point finite-precision effects in DSP designs
Author
Fang, C.F. ; Rutenbar, Rob A. ; Chen, Tsuhan
Author_Institution
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear
2003
fDate
9-13 Nov. 2003
Firstpage
275
Lastpage
282
Abstract
Translating digital signal processing (DSP) software into its finite-precision hardware implementation is often a time-consuming task. We describe a new static analysis technique that can accurately analyze finite-precision effects arising from fixed-point implementations of DSP algorithms. The technique is based on recent interval representation methods from affine arithmetic, and the use of new probabilistic bounds. The resulting numerical error estimates are comparable to detailed statistical simulation, but achieve speedups of four to five orders of magnitude by avoiding actual bit-true simulation. We show error analysis results on both feed forward and feedback DSP kernels.
Keywords
digital arithmetic; digital signal processing chips; error analysis; feedback; feedforward; DSP algorithms; DSP design; affine arithmetic; bit-true simulation; digital signal processing software; error analysis; feedback DSP kernels; feedforward DSP kernels; finite-precision effects; finite-precision hardware implementation; fixed-point implementations; interval representation methods; numerical error estimates; probabilistic bounds; static analysis technique; statistical simulation; Algorithm design and analysis; Arithmetic; Digital signal processing; Dynamic range; Error analysis; Hardware; Permission; Signal design; Signal processing algorithms; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Aided Design, 2003. ICCAD-2003. International Conference on
Conference_Location
San Jose, CA, USA
Print_ISBN
1-58113-762-1
Type
conf
DOI
10.1109/ICCAD.2003.159701
Filename
1257675
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