Stochastic computing elements and systems

W. Poppelbaum, C. Afuso, J. Esch
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引用次数: 108

Abstract

To date essentially only two fundamentally different representations of numbers have been used in electronic computers: One is the analog representation by a voltage or current inside a given range, the other one, the digital representation which maps a sequence of 0's and 1's onto a spatial or temporal sequence of voltage or current pulses. Of late, interest has arisen in the use of random pulse sequences as information carriers. (1), (2), (3), (4), (5), (6). It turns out that the use of random pulse sequences leads to the use of digital ANDs or ORs for the fundamental operations of multiplication and summation and therefore to a very considerable reduction in cost of the computational equipment. It is the purpose of this paper to present the theory of these random pulse sequences as well as their practical circuit implementations, and to give some systems design examples. In the final section some non-Von Neumann organizations will be discussed which are made possible by the use of stochastic computing elements.
随机计算元素与系统
迄今为止,电子计算机基本上只使用了两种根本不同的数字表示:一种是给定范围内电压或电流的模拟表示,另一种是将0和1序列映射到电压或电流脉冲的空间或时间序列上的数字表示。最近,人们对使用随机脉冲序列作为信息载体产生了兴趣。(1)、(2)、(3)、(4)、(5)、(6)。事实证明,使用随机脉冲序列导致使用数字and或or进行乘法和求和的基本操作,从而大大降低了计算设备的成本。本文的目的是介绍这些随机脉冲序列的原理和它们的实际电路实现,并给出一些系统设计实例。在最后一节中,将讨论一些非冯·诺伊曼组织,这些组织可以通过使用随机计算元素来实现。
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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