Inverse design of grating couplers using the policy gradient method from reinforcement learning

We present a proof-of-concept technique for the inverse design of electromagnetic devices motivated by the policy gradient method in reinforcement learning, named PHORCED (PHotonic Optimization using REINFORCE Criteria for Enhanced Design). This technique uses a probabilistic generative neural netwo...

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Bibliographic Details
Main Authors: Hooten Sean, Beausoleil Raymond G., Van Vaerenbergh Thomas
Format: article
Language:EN
Published: De Gruyter 2021
Subjects:
Online Access:https://doaj.org/article/73c23020fca646c58959e509beee6f4c
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