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07/09/2023
Large-scale global optimization of ultra-high dimensional non-convex landscapes based on generative neural networks
We present a non-convex optimization algorithm metaheuristic, based on t...
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03/02/2022
WaveY-Net: Physics-augmented deep learning for high-speed electromagnetic simulation and optimization
The calculation of electromagnetic field distributions within structured...
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06/30/2020
Deep neural networks for the evaluation and design of photonic devices
The data sciences revolution is poised to transform the way photonic sys...
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11/29/2019
Progressive-Growing of Generative Adversarial Networks for Metasurface Optimization
Generative adversarial networks, which can generate metasurfaces based o...
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06/18/2019
Dataless training of generative models for the inverse design of metasurfaces
Metasurfaces are subwavelength-structured artificial media that can shap...
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11/29/2018