Physics‐Informed Machine Learning for Optical Modes in Composites

Herein, example of study of optical modes propagating through spatially periodic composites is used to demonstrate that embedding physics‐driven constraints into machine‐learning process can dramatically improve accuracy and generalizability of resulting models. Comprehensive analysis of common comp...

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Bibliographic Details
Main Authors: Abantika Ghosh, Mohannad Elhamod, Jie Bu, Wei-Cheng Lee, Anuj Karpatne, Viktor A Podolskiy
Format: Article
Language:English
Published: Wiley-VCH 2022-11-01
Series:Advanced Photonics Research
Subjects:
Online Access:https://doi.org/10.1002/adpr.202200073