Neural Network with Optical Frequency-Coded ReLU

Margareta Vania Stephanie; Lam Pham; Alexander Schindler; Michael Waltl; Tibor Grasser; Bernhard Schrenk

Neural Network with Optical Frequency-Coded ReLU

Margareta Vania Stephanie (Vortragende:r)
, Lam Pham
, Alexander Schindler
, Michael Waltl
, Tibor Grasser
, Bernhard Schrenk

Data Science & Artifical Intelligence

TU Wien

Publikation: Beitrag in Buch oder Tagungsband › Vortrag mit Beitrag in Tagungsband › Begutachtung

Abstract

We demonstrate a photonic rectified linear unit (ReLU) function accomplished through frequency-coded neural signals. We show operation of an optical neuron with weighted sum and ReLU activation to perform with a 1% penalty in accuracy.

Originalsprache	Englisch
Titel	2024 Optical Fiber Communications Conference and Exhibition (OFC)
Seitenumfang	3
Publikationsstatus	Veröffentlicht - 2024
Veranstaltung	Optical Fiber Communications Conference and Exhibition (OFC) 2024 - San Diego, San Diego, USA/Vereinigte Staaten Dauer: 24 März 2024 → 28 März 2024

Konferenz

Konferenz	Optical Fiber Communications Conference and Exhibition (OFC) 2024
Land/Gebiet	USA/Vereinigte Staaten
Stadt	San Diego
Zeitraum	24/03/24 → 28/03/24

Research Field

Ehemaliges Research Field - Enabling Digital Technologies
Multimodal Analytics

Andere Dateien und Links

https://ieeexplore.ieee.org/abstract/document/10526727

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@inproceedings{4e02ad70f97144caae83031716897ae9,

title = "Neural Network with Optical Frequency-Coded ReLU",

abstract = "We demonstrate a photonic rectified linear unit (ReLU) function accomplished through frequency-coded neural signals. We show operation of an optical neuron with weighted sum and ReLU activation to perform with a 1\% penalty in accuracy.",

author = "Stephanie, \{Margareta Vania\} and Lam Pham and Alexander Schindler and Michael Waltl and Tibor Grasser and Bernhard Schrenk",

year = "2024",

language = "English",

isbn = "979-8-3503-7758-3",

booktitle = "2024 Optical Fiber Communications Conference and Exhibition (OFC)",

note = "Optical Fiber Communications Conference and Exhibition (OFC) 2024 ; Conference date: 24-03-2024 Through 28-03-2024",

}

TY - GEN

T1 - Neural Network with Optical Frequency-Coded ReLU

AU - Pham, Lam

AU - Schindler, Alexander

AU - Waltl, Michael

AU - Grasser, Tibor

AU - Schrenk, Bernhard

A2 - Stephanie, Margareta Vania

PY - 2024

Y1 - 2024

N2 - We demonstrate a photonic rectified linear unit (ReLU) function accomplished through frequency-coded neural signals. We show operation of an optical neuron with weighted sum and ReLU activation to perform with a 1% penalty in accuracy.

AB - We demonstrate a photonic rectified linear unit (ReLU) function accomplished through frequency-coded neural signals. We show operation of an optical neuron with weighted sum and ReLU activation to perform with a 1% penalty in accuracy.

UR - https://ieeexplore.ieee.org/abstract/document/10526727

M3 - Conference Proceedings with Oral Presentation

SN - 979-8-3503-7758-3

BT - 2024 Optical Fiber Communications Conference and Exhibition (OFC)

T2 - Optical Fiber Communications Conference and Exhibition (OFC) 2024

Y2 - 24 March 2024 through 28 March 2024

ER -

Neural Network with Optical Frequency-Coded ReLU

Abstract

Konferenz

Research Field

Andere Dateien und Links

Fingerprint

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