LECS
Laboratoire pour les systèmes informatiques émergents
Université Concordia · Montréal
arXiv physics.optics

Stochastic Computing with Integrated Optics

Hassnaa El-Derhalli, Sébastien Le Beux, Sofiene Tahar
DATE · 2019 · arXiv:1903.11060
Interconnexions photoniques sur siliciumCalcul approximatif
DATE 2019 Hassnaa El-Derhalli, Sébastien Le Beux, Sofiene Tahar
Résumé

Stochastic computing (SC) allows reducing hardware complexity and improving energy efficiency of error resilient applications. However, a main limitation of the computing paradigm is the low throughput induced by the intrinsic serial computing of bit-streams. In this paper, we address the implementation of SC in the optical domain, with the aim to improve the computation speed. We implement a generic optical architecture allowing the execution of polynomial functions. We propose design methods to explore the design space in order to optimize key metrics such as circuit robustness and power consumption. We show that a circuit implementing a 2 nd order polynomial degree function and operating at 1Ghz leads to 20.1pJ laser consumption per computed bit.

Citation

Si vous citez ces travaux, merci d'utiliser l'entrée ci-dessous. Vous pouvez copier le BibTeX dans le presse-papier via le bouton en haut de page.

@misc{hassnaa2019190311060,
  title         = {Stochastic Computing with Integrated Optics},
  author        = {Hassnaa El-Derhalli and Sébastien Le Beux and Sofiene Tahar},
  year          = {2019},
  eprint        = {1903.11060},
  archivePrefix = {arXiv},
  primaryClass  = {physics.optics}
}

Remerciements

Ces travaux ont été soutenus en partie par le Conseil de recherches en sciences naturelles et en génie du Canada (CRSNG) et par le Fonds de recherche du Québec — Nature et technologies (FRQNT).