Inverse Design of Nanophotonic Devices Using Generative Adversarial Networks with the Sim-NN Model and Self-Attention Mechanism

Inverse Design of Nanophotonic Devices Using Generative Adversarial Networks with the Sim-NN Model and Self-Attention Mechanism

The inverse design method based on a generative adversarial network (GAN) combined with a simulation neural network (sim-NN) and the self-attention mechanism is proposed in order to improve the efficiency of GAN for designing nanophotonic devices. The sim-NN can guide the model to produce more accur...

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Bibliographic Details
Main Authors: Xiaopeng Xu, Yu Li, Liuge Du, Weiping Huang
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Micromachines
Subjects:
inverse design
nanophotonics
neural network
generative adversarial network
Online Access:https://www.mdpi.com/2072-666X/14/3/634

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