Data-efficient Modeling of Optical Matrix Multipliers Using Transfer Learning
2022-11-29Unverified0· sign in to hype
Ali Cem, Ognjen Jovanovic, Siqi Yan, Yunhong Ding, Darko Zibar, Francesco Da Ros
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ReproduceAbstract
We demonstrate transfer learning-assisted neural network models for optical matrix multipliers with scarce measurement data. Our approach uses <10\% of experimental data needed for best performance and outperforms analytical models for a Mach-Zehnder interferometer mesh.