Stochastic Computing with Integrated Optics
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
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@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).