Design of silicon Mach-Zehnder modulators employing deep neural networks

Rômulo de Paula,Yesica R.R. Bustamante,Tiago Sutili,Rafael C. Figueiredo,Marcelo Luis F. Abbade,Ivan Aldaya

Frontiers in Optics + Laser Science 2022 (FIO, LS)（2022）

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摘要

We present an efficient optimization method for the design of silicon-on-insulator integrated Mach-Zehnder modulators based on a deep neural network that is capable of predicting the main figures of merit from the modulator design variables.

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关键词

deep neural networks,silicon,neural networks,mach-zehnder

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