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


Jul 20, 2020
Jiaqi Jiang, Jonathan A. Fan


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Deep neural networks for the evaluation and design of photonic devices


Jun 30, 2020
Jiaqi Jiang, Mingkun Chen, Jonathan A. Fan

* Review paper 

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Progressive-Growing of Generative Adversarial Networks for Metasurface Optimization


Dec 02, 2019
Fufang Wen, Jiaqi Jiang, Jonathan A. Fan


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Dataless training of generative models for the inverse design of metasurfaces


Jun 18, 2019
Jiaqi Jiang, Jonathan A. Fan

* 9 pages, 5 figures 

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Data-driven metasurface discovery


Nov 29, 2018
Jiaqi Jiang, David Sell, Stephan Hoyer, Jason Hickey, Jianji Yang, Jonathan A. Fan

* 14 pages, 5 figures 

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