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1 Preprint article

Comparison of Models for Training Optical Matrix Multipliers in Neuromorphic PICs

Cem, Ali; Yan, Siqi; de Moura, Uiara Celine; Ding, Yunhong; Zibar, Darko; Da Ros, Francesco

We experimentally compare simple physics-based vs. data-driven neural-network-based models for offline training of programmable photonic chips using Mach-Zehnder interferometer meshes. The neural-network model outperforms physics-based models for a chip with thermal crosstalk, yielding increased

Year: 2021

Language: Undetermined

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2 Conference paper

Comparison of Models for Training Optical Matrix Multipliers in Neuromorphic PICs

Cem, Ali; Yan, Siqi; de Moura, Uiara Celine; Ding, Yunhong; Zibar, Darko; Da Ros, Francesco

Proceedings of Ofc 2022 — 2022, pp. 1-3

We experimentally compare simple physics-based vs. data-driven neural-network-based models for offline training of programmable photonic chips using Mach-Zehnder interferometer meshes. The neural-network model outperforms physics-based models for a chip with thermal crosstalk, yielding increased

Year: 2022

Language: English

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iho jcnfa bmkd pleg

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