Accurate piecewise uniform approximation logarithmic/antilogarithmic converters for GPU applications

Dina M. Ellaithy, M. El-Moursy, G. Hamdy, Amal Zaki, A. Zekry
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引用次数: 3

Abstract

Logarithmic number system (LNS) is increasingly used for low power arithmetic calculations in graphical processing unit (GPU). LNS requires less hardware. Based on uniform subdivisions and linear-Lagrange interpolation, a novel 8-subdivisions logarithmic/antilogarithmic converters are proposed. Compared with different methodologies, the proposed logarithmic/antilogarithmic converters achieve high accuracy. Also, a significant decrease in area is presented in the comparison between the proposed converters and the prior ones. Hardware implementation using shift-and-add approach is adopted to further simplify the hardware. The novel logarithmic/antilogarithmic converters are implemented and synthesized using 90 nm CMOS technology. Up to 23% and 11% decrease in relative error and area are achieved.
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用于GPU应用的精确分段均匀逼近对数/反对数转换器
对数系统(Logarithmic number system, LNS)越来越多地用于GPU (graphical processing unit)的低功耗运算。LNS对硬件的要求更少。基于均匀细分和线性拉格朗日插值,提出了一种新型的8细分对数/反对数变换器。与不同的方法相比,所提出的对数/反对数转换器具有较高的精度。此外,在所提出的转换器与先前的转换器之间的比较中,面积显着减少。为了进一步简化硬件,采用了shift-and-add的硬件实现方法。采用90纳米CMOS技术实现并合成了新型对数/反对数变换器。相对误差和面积分别减小了23%和11%。
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