Mr. Sean Lynch Profile

Sean Lynch

at Univ. of Massachusetts Lowell

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Author

Publications (2)

Proceedings Article | 3 October 2024 Presentation

The best of both worlds: fast and accurate prediction of meta-optics with physics-guided machine learning

Viktor Podolskiy, Sean Lynch, Jacob LaMountain, Jie Bu, Bo Fan, Amogh Raju, Anuj Karpatne, Daniel Wasserman

Proceedings Volume PC13109, PC1310908 (2024) https://doi.org/10.1117/12.3027630

KEYWORDS: Machine learning, Education and training, Photonic crystals, Electromagnetism, Data modeling, Composites, Physics, Mathematical optimization, Light-matter interactions, Hyperbolic metamaterials

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Proceedings Article | 11 June 2024 Presentation

Learning faster and better: embedding Maxwell equations into machine learning

Sean Lynch, Abantika Ghosh, Jacob LaMountain, Viktor Podolskiy, Jie Bu, Mohannad Elhamod, Anuj Karpatne, Wei-Cheng Lee

Proceedings Volume PC12990, PC1299009 (2024) https://doi.org/10.1117/12.3023205

KEYWORDS: Machine learning, Maxwell equations, Data modeling, Electromagnetism, Photonic crystals, Electromagnetic metamaterials, Education and training, Physics, Light-matter interactions, Hyperbolic metamaterials

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