Photorefractive Integrated Photonics for Analog Signal Processing in AI

The computational cost of AI could be alleviated by accelerating the synaptic transfer calculations in artificial neural networks with an analog crossbar array processor. In this work, we present the core building blocks of an all-optical integrated photorefractive crossbar array for artificial neural network training by demonstrating photorefractive synapses in an integrated 2-D beam interaction network. We show that the photorefractive quality of the circuits resembles that of the bulk GaAs crystal that they were fabricated from. Then, this work experimentally validates the integrated photorefractive crossbar array design and constitutes a framework for engineering photorefractive integrated photonics.

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Publication Details

Journal
IEEE Journal of Selected Topics in Quantum Electronics
Published
2024-12-18
DOI
https://doi.org/10.1109/jstqe.2024.3519983
Primary Topic
Neural Networks and Reservoir Computing
Type
article
Field-Weighted Citation Impact
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article

Photorefractive Integrated Photonics for Analog Signal Processing in AI

Folkert Horst, Bert Jan Offrein, R. Dangel, Elias Vlieg
IEEE Journal of Selected Topics in Quantum Electronics
Neural Networks and Reservoir Computing
article

Photorefractive Integrated Photonics for Analog Signal Processing in AI

Folkert Horst, Bert Jan Offrein, R. Dangel, Elias Vlieg
article en

Abstract

The computational cost of AI could be alleviated by accelerating the synaptic transfer calculations in artificial neural networks with an analog crossbar array processor. In this work, we present the core building blocks of an all-optical integrated photorefractive crossbar array for artificial neural network training by demonstrating photorefractive synapses in an integrated 2-D beam interaction network. We show that the photorefractive quality of the circuits resembles that of the bulk GaAs crystal that they were fabricated from. Then, this work experimentally validates the integrated photorefractive crossbar array design and constitutes a framework for engineering photorefractive integrated photonics.

IEEE Journal of Selected Topics in Quantum ElectronicsVol. 31(3: AI/ML Integrated Opto)
IBM Research - Zurich (CH)
Affordable and clean energy
Openalex Percentile: Top 79%
Neural Networks and Reservoir Computing
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