MiniBit: Bit-width optimization via affine arithmetic

被引:33
作者
Lee, DU [1 ]
Gaffar, AA [1 ]
Mencer, O [1 ]
Luk, W [1 ]
机构
[1] Univ London Imperial Coll Sci & Technol, Dept Comp, London, England
来源
42ND DESIGN AUTOMATION CONFERENCE, PROCEEDINGS 2005 | 2005年
关键词
affine arithmetic; bit-width; fixed-point; FPGA; simulated annealing;
D O I
10.1109/DAC.2005.193931
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
MiniBit, our automated approach for optimizing bit-widths of fixed-point designs is based on static analysis via affine arithmetic. We describe methods to minimize both the integer and fraction parts of fixed-point signals with the aim of minimizing circuit area. Our range analysis technique identifies the number of integer bits required. For precision analysis, we employ a semi-analytical approach with analytical error models in conjunction with adaptive simulated annealing to find the optimum number of fraction bits. Improvements for a given design reduce area and latency by up to 20% and 12% respectively, over optimum uniform fraction bit-widths on a Xilinx Virtex-4 FPGA.
引用
收藏
页码:837 / 840
页数:4
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