Reinforcement learning for photonic component design

We present a new fab-in-the-loop reinforcement learning algorithm for the design of nano-photonic components that accounts for the imperfections present in nanofabrication processes. As a demonstration of the potential of this technique, we apply it to the design of photonic crystal grating couplers...

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Bibliographic Details
Main Authors: Donald Witt, Jeff Young, Lukas Chrostowski
Format: Article
Language:English
Published: AIP Publishing LLC 2023-10-01
Series:APL Photonics
Online Access:http://dx.doi.org/10.1063/5.0159928

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