Share Email Print
cover

Proceedings Paper • new

Nanodevices for bio-inspired computing (Conference Presentation)
Author(s): Julie Grollier
Format Member Price Non-Member Price
PDF $14.40 $18.00

Paper Abstract

In the last five years, Artificial Intelligence has made striking progress, and now defeating humans at subtle strategy games, such as Go, and even Poker. However, these algorithms are running on traditional processors which have a radically different architecture than the biological neural networks they are inspired from. This considerably slows them down and requires massive amounts of electrical power, more than ten thousand times what the brain typically need to function. This energy dissipation is not only becoming an environmental issue, but it also sets a limit to the size of neural networks that can be simulated. We are at a point where we need to rethink the way we compute, and build hardware chips directly inspired from the architecture of the brain. This is a challenge. Indeed, contrarily to current electronic systems, the brain is a huge parallel network closely entangling memory and processing. In this talk, I will show that, for building the neuromorphic chips of the future, we will need to emulate functionalities of synapses and neurons at the nanoscale. I will review the recent developments of memristive nano-synapses and oscillating nano-neurons, the physical mechanisms at stake, and the challenges in terms of materials. Finally, I will present the first achievements of neuromorphic computing with novel nanodevices and the fascinating perspectives of this emerging field.

Paper Details

Date Published: 19 September 2017
PDF
Proc. SPIE 10357, Spintronics X, 1035725 (19 September 2017); doi: 10.1117/12.2277955
Show Author Affiliations
Julie Grollier, Unité Mixte de Physique CNRS, Thales (France)


Published in SPIE Proceedings Vol. 10357:
Spintronics X
Henri-Jean Drouhin; Jean-Eric Wegrowe; Manijeh Razeghi; Henri Jaffrès, Editor(s)

Video Presentation

Nanodevices-for-bio-inspired-computing-Conference-Presentation



© SPIE. Terms of Use
Back to Top