A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network

Joshua C. Lederman; Yusuf Jimoh; Simon Bilodeau; Weipeng Zhang; Eric C. Blow; Thomas Ferreira De Lima; Bhavin J. Shastri; Paul R. Prucnal

doi:10.1109/IPC57732.2023.10360794

A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network

Joshua C. Lederman, Yusuf Jimoh, Simon Bilodeau, Weipeng Zhang, Eric C. Blow, Thomas Ferreira De Lima, Bhavin J. Shastri, Paul R. Prucnal

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Broadcast-and-weight (BaW) photonic neural networks can process high-bandwidth signals with limited chip area, but they traditionally lack topological reconfigurability. We propose using a fully-connected recurrent BaW system as a topologically reconfigurable network and demonstrate a multi-layer feedforward network implemented on such a system.

Original language	English (US)
Title of host publication	2023 IEEE Photonics Conference, IPC 2023 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350347227
DOIs	https://doi.org/10.1109/IPC57732.2023.10360794
State	Published - 2023
Event	2023 IEEE Photonics Conference, IPC 2023 - Orlando, United States Duration: Nov 12 2023 → Nov 16 2023

Publication series

Name	2023 IEEE Photonics Conference, IPC 2023 - Proceedings

Conference

Conference	2023 IEEE Photonics Conference, IPC 2023
Country/Territory	United States
City	Orlando
Period	11/12/23 → 11/16/23

All Science Journal Classification (ASJC) codes

Artificial Intelligence
Computer Networks and Communications
Safety, Risk, Reliability and Quality
Control and Optimization
Atomic and Molecular Physics, and Optics

Access to Document

10.1109/IPC57732.2023.10360794

Cite this

Lederman, J. C., Jimoh, Y., Bilodeau, S., Zhang, W., Blow, E. C., Ferreira De Lima, T., Shastri, B. J., & Prucnal, P. R. (2023). A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network. In 2023 IEEE Photonics Conference, IPC 2023 - Proceedings (2023 IEEE Photonics Conference, IPC 2023 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IPC57732.2023.10360794

@inproceedings{97e28a477985428d90217986a151b5ea,

title = "A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network",

abstract = "Broadcast-and-weight (BaW) photonic neural networks can process high-bandwidth signals with limited chip area, but they traditionally lack topological reconfigurability. We propose using a fully-connected recurrent BaW system as a topologically reconfigurable network and demonstrate a multi-layer feedforward network implemented on such a system.",

author = "Lederman, {Joshua C.} and Yusuf Jimoh and Simon Bilodeau and Weipeng Zhang and Blow, {Eric C.} and {Ferreira De Lima}, Thomas and Shastri, {Bhavin J.} and Prucnal, {Paul R.}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE Photonics Conference, IPC 2023 ; Conference date: 12-11-2023 Through 16-11-2023",

year = "2023",

doi = "10.1109/IPC57732.2023.10360794",

language = "English (US)",

series = "2023 IEEE Photonics Conference, IPC 2023 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2023 IEEE Photonics Conference, IPC 2023 - Proceedings",

address = "United States",

}

Lederman, JC, Jimoh, Y, Bilodeau, S, Zhang, W, Blow, EC, Ferreira De Lima, T, Shastri, BJ & Prucnal, PR 2023, A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network. in 2023 IEEE Photonics Conference, IPC 2023 - Proceedings. 2023 IEEE Photonics Conference, IPC 2023 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2023 IEEE Photonics Conference, IPC 2023, Orlando, United States, 11/12/23. https://doi.org/10.1109/IPC57732.2023.10360794

A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network. / Lederman, Joshua C.; Jimoh, Yusuf; Bilodeau, Simon et al.
2023 IEEE Photonics Conference, IPC 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 IEEE Photonics Conference, IPC 2023 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network

AU - Lederman, Joshua C.

AU - Jimoh, Yusuf

AU - Bilodeau, Simon

AU - Zhang, Weipeng

AU - Blow, Eric C.

AU - Ferreira De Lima, Thomas

AU - Shastri, Bhavin J.

AU - Prucnal, Paul R.

PY - 2023

Y1 - 2023

N2 - Broadcast-and-weight (BaW) photonic neural networks can process high-bandwidth signals with limited chip area, but they traditionally lack topological reconfigurability. We propose using a fully-connected recurrent BaW system as a topologically reconfigurable network and demonstrate a multi-layer feedforward network implemented on such a system.

AB - Broadcast-and-weight (BaW) photonic neural networks can process high-bandwidth signals with limited chip area, but they traditionally lack topological reconfigurability. We propose using a fully-connected recurrent BaW system as a topologically reconfigurable network and demonstrate a multi-layer feedforward network implemented on such a system.

UR - http://www.scopus.com/inward/record.url?scp=85182575803&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85182575803&partnerID=8YFLogxK

U2 - 10.1109/IPC57732.2023.10360794

DO - 10.1109/IPC57732.2023.10360794

M3 - Conference contribution

AN - SCOPUS:85182575803

T3 - 2023 IEEE Photonics Conference, IPC 2023 - Proceedings

BT - 2023 IEEE Photonics Conference, IPC 2023 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2023 IEEE Photonics Conference, IPC 2023

Y2 - 12 November 2023 through 16 November 2023

ER -

Lederman JC, Jimoh Y, Bilodeau S, Zhang W, Blow EC, Ferreira De Lima T et al. A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network. In 2023 IEEE Photonics Conference, IPC 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2023. (2023 IEEE Photonics Conference, IPC 2023 - Proceedings). doi: 10.1109/IPC57732.2023.10360794

A Multi-Layer Topologically Reconfigurable Broadcast-and-Weight Photonic Neural Network

Abstract

Publication series

Conference

All Science Journal Classification (ASJC) codes

Access to Document

Other files and links

Fingerprint

Cite this