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

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

20 July 2020
Jiaqi Jiang
Jonathan A. Fan
ArXivPDFHTML

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

4 / 4 papers shown
Title
Inverse Design of Grating Couplers Using the Policy Gradient Method from
  Reinforcement Learning
Inverse Design of Grating Couplers Using the Policy Gradient Method from Reinforcement Learning
S. Hooten
R. Beausoleil
T. Van Vaerenbergh
20
21
0
30 Jun 2021
Active learning based generative design for the discovery of wide
  bandgap materials
Active learning based generative design for the discovery of wide bandgap materials
Rui Xin
Edirisuriya M Dilanga Siriwardane
Yuqi Song
Yong Zhao
Steph-Yves M. Louis
Alireza Nasiri
Jianjun Hu
AI4CE
19
13
0
28 Feb 2021
Deep neural networks for the evaluation and design of photonic devices
Deep neural networks for the evaluation and design of photonic devices
Jiaqi Jiang
Ming-Keh Chen
Jonathan A. Fan
17
393
0
30 Jun 2020
Freeform Diffractive Metagrating Design Based on Generative Adversarial
  Networks
Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks
Jiaqi Jiang
David Sell
Stephan Hoyer
Jason Hickey
Jianji Yang
Jonathan A. Fan
24
222
0
29 Nov 2018
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