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Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide

Winge, David O. LU ; Limpert, Steven LU orcid ; Linke, Heiner LU orcid ; Borgstrom, Magnus T. LU ; Webb, Barbara ; Heinze, Stanley LU orcid and Mikkelsen, Anders LU (2020) 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020 In Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020-September. p.99-100
Abstract

Neural node components consisting of III-V nanowire devices are introduced. This allows for the construction of a small footprint specialized neural network. A broadcasting strategy is developed which removes the need for inter-node wiring. As a model system, an insect brain navigational circuit is chosen and successfully emulated using the introduced nodes and network architecture. The results are based on electronic transport simulations in each device as well as finite-difference time-domain simulations for the broadcasting of optical signals.

Please use this url to cite or link to this publication:
author
; ; ; ; ; and
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
keywords
III-V nanowire, neural network, phototransistors
host publication
2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020
series title
Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD
volume
2020-September
article number
9217753
pages
2 pages
publisher
IEEE Computer Society
conference name
2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020
conference location
Turin, Italy
conference dates
2020-09-14 - 2020-09-18
external identifiers
  • scopus:85093920828
ISSN
2158-3234
ISBN
9781728160863
DOI
10.1109/NUSOD49422.2020.9217753
language
English
LU publication?
yes
id
c5417485-7de7-41ec-b390-e9071b6b2bf0
date added to LUP
2020-11-10 10:01:07
date last changed
2024-04-03 17:51:49
@inproceedings{c5417485-7de7-41ec-b390-e9071b6b2bf0,
  abstract     = {{<p>Neural node components consisting of III-V nanowire devices are introduced. This allows for the construction of a small footprint specialized neural network. A broadcasting strategy is developed which removes the need for inter-node wiring. As a model system, an insect brain navigational circuit is chosen and successfully emulated using the introduced nodes and network architecture. The results are based on electronic transport simulations in each device as well as finite-difference time-domain simulations for the broadcasting of optical signals.</p>}},
  author       = {{Winge, David O. and Limpert, Steven and Linke, Heiner and Borgstrom, Magnus T. and Webb, Barbara and Heinze, Stanley and Mikkelsen, Anders}},
  booktitle    = {{2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020}},
  isbn         = {{9781728160863}},
  issn         = {{2158-3234}},
  keywords     = {{III-V nanowire; neural network; phototransistors}},
  language     = {{eng}},
  pages        = {{99--100}},
  publisher    = {{IEEE Computer Society}},
  series       = {{Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD}},
  title        = {{Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide}},
  url          = {{http://dx.doi.org/10.1109/NUSOD49422.2020.9217753}},
  doi          = {{10.1109/NUSOD49422.2020.9217753}},
  volume       = {{2020-September}},
  year         = {{2020}},
}