通过数据修改来减少转换

R. Murgai, M. Fujita
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引用次数: 10

摘要

由于母线占用了芯片面积的很大一部分,因此母线的电容通常是相当大的,并且母线功率可能占芯片上消耗的总功率的40%。在数据完整性不是很重要的应用程序中,数据可以更改3%至5%而不会丢失太多信息。其中一个应用是二进制编码的图像,在这种情况下,人眼无法感知到微小的变化。但是,这些小的更改可以显著减少数据总线上的转换次数,从而减少所消耗的功率/能量。我们解决以下问题:给定n个k位数据字序列和容错率e% (i,e)。(最多允许更改的数据位的e%),选择要修改的位,以使转换的总数最小化。我们证明了贪婪策略并不总是最优的。我们提出了一个基于线性时间动态规划的算法来生成这个问题的最优解。对于均匀分布的随机生成数据的实验结果表明,通过改变e%的数据位,平均可以减少4e%的跃迁。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On reducing transitions through data modifications
Since busses take up a significant fraction of chip-area, the bus capacitances are often considerable, and the bus power may account for as much as 40% of the total power consumed on the chip. In applications where the integrity of data is not very important, data may be changed by 3 to 5% without losing too much information. One such application is that of a binary-encoded image, in which case the human eye cannot perceive the small change. However, these small changes can significantly reduce the number of transitions on the data bus and thus the power/energy consumed. We address the following problem: given a sequence of n k-bit data words and an error-tolerance e% (i,e., at most e% of the data bits are permitted to change), select the bits to be modified so that the total number of transitions is minimized. We show that a greedy strategy is not always optimum. We propose a linear-time dynamic programming based algorithm that generates an optimum solution to this problem. The experimental results for randomly generated data with a uniform distribution indicate that by changing e% data bits, the transitions can be reduced, on average, by 4e%.
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