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首页> 外文期刊>International Journal of Computational Science and Engineering >An exact method for estimating maximum errors of multi-mode floating-point iterative booth multiplier
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An exact method for estimating maximum errors of multi-mode floating-point iterative booth multiplier

机译:估计多模浮点迭代小数乘数最大误差的精确方法

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摘要

With the rapid growth of floating-point (FP) arithmetic, FP multipliers have become the main energy consumers in embedded systems. Many FP applications allow a slight output distortion, thereby we can trade output quality with energy consumption via reducing the precision of FP multiplication operations to be less accurate than IEEE single-precision FP multiplication. In this paper, we propose a sort of multi-mode FP iterative booth multiplier which can provide multiple precision modes (PMs). However, the maximum error of each PM with respect to IEEE single-precision FP multiplication is very difficult to compute by using exhaustive simulation. To efficiently assign each multiplication operation in an application to a proper PM for satisfying output error constraint and achieving more energy saving, an exact analysis method is proposed to estimate the maximum error of each PM. Experimental results show that the proposed method can get 46% to 63% reduction in the estimated value of the maximum error, leading to up to 24% more energy saving than previous work.
机译:随着浮点(FP)算法的快速发展,FP乘法器已成为嵌入式系统中的主要能源消耗者。许多FP应用程序都允许轻微的输出失真,因此我们可以通过将FP乘法运算的精度降低到比IEEE单精度FP乘法的精度低的水平,在能耗与能耗之间进行折衷。在本文中,我们提出了一种可提供多种精度模式(PM)的多模式FP迭代展位乘法器。但是,每个穷人相对于IEEE单精度FP乘法的最大误差很难通过穷举模拟来计算。为了有效地将应用中的每个乘法运算分配给适当的PM,以满足输出误差约束并实现更多的节能效果,提出了一种精确的分析方法来估计每个PM的最大误差。实验结果表明,该方法可以将最大误差的估计值减少46%至63%,比以前的工作节省多达24%的能源。

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