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20192022
most citedGlobal optimization of dielectric metasurfaces using a physics-driven neural network

441 citations · 466 across the 4 of their papers we have counts for

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physics.app-ph2022★ 5 cited

WaveY-Net: Physics-augmented deep learning for high-speed electromagnetic simulation and optimization

Mingkun Chen, Robert Lupoiu, Chenkai Mao +4

The calculation of electromagnetic field distributions within structured media is central to the optimization and validation of photonic devices. We introduce WaveY-Net, a hybrid d…

physics.app-ph2020

Multi-objective and categorical global optimization of photonic structures based on ResNet generative neural networks

Jiaqi Jiang, Jonathan A. Fan

We show that deep generative neural networks, based on global topology optimization networks (GLOnets), can be configured to perform the multi-objective and categorical global opti…