The synthesis of robust polynomial arithmetic with stochastic logic

Weikang Qian, Marc Riedel

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

88 Scopus citations

Abstract

As integrated circuit technology plumbs ever greater depths in the scaling of feature sizes, maintaining the paradigm of deterministic Boolean computation is increasingly challenging. Indeed, mounting concerns over noise and uncertainty in signal values motivate a new approach: the design of stochastic logic, that is to say, digital circuitry that processes signals probabilistically, and so can cope with errors and uncertainty. In this paper, we present a general methodology for synthesizing stochastic logic for the computation of polynomial arithmetic functions, a category that is important for applications such as digital signal processing. The method is based on converting polynomials into a particular mathematical form - Bernstein polynomials - and then implementing the computation with stochastic logic. The resulting logic processes serial or parallel streams that are random at the bit level. In the aggregate, the computation becomes accurate, since the results depend only on the precision of the statistics. Experiments show that our method produces circuits that are highly tolerant of errors in the input stream, while the area-delay product of the circuit is comparable to that of deterministic implementations.

Original languageEnglish (US)
Title of host publicationProceedings of the 45th Design Automation Conference, DAC
Pages648-653
Number of pages6
DOIs
StatePublished - 2008
Event45th Design Automation Conference, DAC - Anaheim, CA, United States
Duration: Jun 8 2008Jun 13 2008

Publication series

NameProceedings - Design Automation Conference
ISSN (Print)0738-100X

Other

Other45th Design Automation Conference, DAC
CountryUnited States
CityAnaheim, CA
Period6/8/086/13/08

Keywords

  • Polynomial arithmetic
  • Probabilistic logic
  • Stochastic logic

Fingerprint Dive into the research topics of 'The synthesis of robust polynomial arithmetic with stochastic logic'. Together they form a unique fingerprint.

Cite this