DocumentCode :
1663033
Title :
Finite-precision error modeling using affine arithmetic
Author :
Vakili, Sattar ; Langlois, J. M. Pierre ; Bois, Guy
Author_Institution :
Dept. of Comput. Eng., Ecole Polytech. de Montreal, Montréal, QC, Canada
fYear :
2013
Firstpage :
2591
Lastpage :
2595
Abstract :
This paper introduces a new approach for finite-precision error modeling based on affine arithmetic. The paper demonstrates that there is a common hazard in affine arithmetic-based error modeling methods described in the literature. The hazard is linked to early substitution of the signal terms that emerge in operations such as multiplication and division. The paper proposes postponed substitution combined with function maximization to address this problem. The paper also proposes a modification in the error propagation process to enhance the error modeling accuracy. An existing word length optimization method is reproduced to evaluate the efficiency of this modification. The results demonstrate that the proposed modification can improve the hardware area results by up to 7.0% at the expense of negligible complexity overhead.
Keywords :
affine transforms; error statistics; fixed point arithmetic; optimisation; signal processing; affine arithmetic; affine arithmetic-based error modeling methods; error propagation process; finite-precision error modeling; function maximization; hardware area; negligible complexity; signal terms; word length optimization method; Abstracts; Digital signal processing; Indexes; Splines (mathematics); Affine Arithmetic; Fixed-point arithmetic; error modeling; precision analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2013.6638124
Filename :
6638124
Link To Document :
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