Inverse design of photonic surfaces via multi fidelity ensemble framework and femtosecond laser processing

Inverse design of photonic surfaces via multi fidelity ensemble framework and femtosecond laser processing

Abstract We demonstrate a multi-fidelity (MF) machine learning ensemble framework for the inverse design of photonic surfaces, trained on a dataset of 11,759 samples that we fabricate using high throughput femtosecond laser processing. The MF ensemble combines an initial low fidelity model for gener...

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Main Authors: Luka Grbčić, Minok Park, Mahmoud Elzouka, Ravi Prasher, Juliane Müller, Costas P. Grigoropoulos, Sean D. Lubner, Vassilia Zorba, Wibe Albert de Jong
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01518-4
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https://doi.org/10.1038/s41524-025-01518-4

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