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

David O. Winge; Steven Limpert; Heiner Linke; Magnus T. Borgstrom; Barbara Webb; Stanley Heinze; Anders Mikkelsen

doi:10.1109/NUSOD49422.2020.9217753

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

David O. Winge, Steven Limpert, Heiner Linke, Magnus T. Borgstrom, Barbara Webb, Stanley Heinze, Anders Mikkelsen

University of Edinburgh

Forskningsoutput: Kapitel i bok/rapport/Conference proceeding › Konferenspaper i proceeding › Peer review

Sammanfattning

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.

Originalspråk	engelska
Titel på värdpublikation	2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020
Förlag	IEEE Computer Society
Sidor	99-100
Antal sidor	2
ISBN (elektroniskt)	9781728160863
DOI	https://doi.org/10.1109/NUSOD49422.2020.9217753
Status	Published - 2020
Evenemang	2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020 - Turin, Italien Varaktighet: 2020 sep. 14 → 2020 sep. 18

Publikationsserier

Namn	Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD
Volym	2020-September
ISSN (tryckt)	2158-3234

Konferens

Konferens	2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020
Land/Territorium	Italien
Ort	Turin
Period	2020/09/14 → 2020/09/18

Ämnesklassifikation (UKÄ)

Annan elektroteknik och elektronik
Nanoteknik
Den kondenserade materiens fysik

Tillgång till dokument

10.1109/NUSOD49422.2020.9217753

2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020
David Winge (talare)
2020 sep. 14 → 2020 sep. 18
Aktivitet: Deltagit i eller arrangerat evenemang › Deltagit i konferens

Citera det här

Winge, D. O., Limpert, S., Linke, H., Borgstrom, M. T., Webb, B., Heinze, S., & Mikkelsen, A. (2020). Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide. I 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020 (s. 99-100). [9217753] (Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD; Vol. 2020-September). IEEE Computer Society. https://doi.org/10.1109/NUSOD49422.2020.9217753

Winge, David O. ; Limpert, Steven ; Linke, Heiner et al. / Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide. 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020. IEEE Computer Society, 2020. s. 99-100 (Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD).

@inproceedings{c54174857de741ecb390e9071b6b2bf0,

title = "Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide",

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.",

keywords = "III-V nanowire, neural network, phototransistors",

author = "Winge, {David O.} and Steven Limpert and Heiner Linke and Borgstrom, {Magnus T.} and Barbara Webb and Stanley Heinze and Anders Mikkelsen",

year = "2020",

doi = "10.1109/NUSOD49422.2020.9217753",

language = "English",

series = "Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD",

publisher = "IEEE Computer Society",

pages = "99--100",

booktitle = "2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020",

address = "United States",

note = "2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020 ; Conference date: 14-09-2020 Through 18-09-2020",

}

Winge, DO, Limpert, S, Linke, H , Borgstrom, MT, Webb, B, Heinze, S & Mikkelsen, A 2020, Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide. i 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020., 9217753, Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD, vol. 2020-September, IEEE Computer Society, s. 99-100, 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020, Turin, Italien, 2020/09/14. https://doi.org/10.1109/NUSOD49422.2020.9217753

Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide. / Winge, David O.; Limpert, Steven; Linke, Heiner et al.

2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020. IEEE Computer Society, 2020. s. 99-100 9217753 (Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD; Vol. 2020-September).

Forskningsoutput: Kapitel i bok/rapport/Conference proceeding › Konferenspaper i proceeding › Peer review

TY - GEN

T1 - Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide

AU - Winge, David O.

AU - Limpert, Steven

AU - Linke, Heiner

AU - Borgstrom, Magnus T.

AU - Webb, Barbara

AU - Heinze, Stanley

AU - Mikkelsen, Anders

PY - 2020

Y1 - 2020

N2 - 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.

AB - 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.

KW - III-V nanowire

KW - neural network

KW - phototransistors

U2 - 10.1109/NUSOD49422.2020.9217753

DO - 10.1109/NUSOD49422.2020.9217753

M3 - Paper in conference proceeding

AN - SCOPUS:85093920828

T3 - Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD

SP - 99

EP - 100

BT - 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020

PB - IEEE Computer Society

T2 - 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020

Y2 - 14 September 2020 through 18 September 2020

ER -

Winge DO, Limpert S, Linke H , Borgstrom MT, Webb B, Heinze S et al. Optoelectronic III-V nanowire implementation of a neural network in a shared waveguide. I 2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020. IEEE Computer Society. 2020. s. 99-100. 9217753. (Proceedings of the International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD). doi: 10.1109/NUSOD49422.2020.9217753

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

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2020 International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2020

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