On the probability distribution of fixed-point multiplication

A. Ahmadi, Mark Zwolinski
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引用次数: 3

Abstract

The area, delay and power consumption of functional units all are dependent on the word-length of the processed data. Since choosing an optimum word-length is a tradeoff between design costs and accuracy, it is essential to have an accurate model of computational errors for each operation. Errors resulting from the output rounding or truncation of the functional units is generally considered as uniformly distributed over the error limits regardless to the functionality of the unit. This work presents an analysis of the probability distribution of a fixed-point multiplier and its output truncation error. Simulations show that the uniform distribution assumption is violated in the case of truncation of a multiplication result of less than 8 bits.
关于不动点乘法的概率分布
功能单元的面积、延时和功耗都取决于所处理数据的字长。由于选择最佳字长需要在设计成本和准确性之间进行权衡,因此必须为每个操作建立准确的计算误差模型。由功能单元的输出舍入或截断引起的误差通常被认为是均匀分布在误差限制上,而不管单元的功能如何。本文分析了定点乘法器的概率分布及其输出截断误差。仿真结果表明,当截断小于8位的乘法结果时,不符合均匀分布假设。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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