Effect of bit-level correlation in stochastic computing

Research output: Chapter in Book/Report/Conference proceedingConference contribution

14 Scopus citations

Abstract

Simple stochastic logic gates can compute complex functions using stochastic computing. A stochastic number is encoded by a unary bit stream where each bit is 0 or 1. The value of the number is represented by the percent of 1's in the number, and is interpreted as a probability. Each bit of the stochastic number can be modeled as a Bernoulli random variable, and each stochastic number can be represented by a binomial random variable. The variance of a stochastic number is given by p(1 - p)/N where N represents the number of bits in the sequence, and p represents the mean value of the number. For long word-lengths, a binomial random variable behaves as a Gaussian random variable. The mean and variance of a two-input stochastic logic gate are dependent on the bit-level correlation of the two inputs. This paper derives closed-form expressions for mean and variance of two-input stochastic logic gates with correlated inputs. An approach to synthesize correlated stochastic bit streams with specified correlation from uncorrelated bit streams is also presented. Using the proposed synthesis method, stochastic logic gates are simulated with correlated inputs. The simulated values of means and variances are shown to be the same as the theoretical values; thus, the closed-form expressions are validated.

Original languageEnglish (US)
Title of host publication2015 IEEE International Conference on Digital Signal Processing, DSP 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages463-467
Number of pages5
ISBN (Electronic)9781479980581, 9781479980581
DOIs
StatePublished - Sep 9 2015
EventIEEE International Conference on Digital Signal Processing, DSP 2015 - Singapore, Singapore
Duration: Jul 21 2015Jul 24 2015

Publication series

NameInternational Conference on Digital Signal Processing, DSP
Volume2015-September

Other

OtherIEEE International Conference on Digital Signal Processing, DSP 2015
CountrySingapore
CitySingapore
Period7/21/157/24/15

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