Dr. Abantika Ghosh Profile

Dr. Abantika Ghosh

at Univ of Massachusetts Lowell

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Author

Publications (5)

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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Proceedings Article | 3 October 2022 Presentation

Science-informed machine-learning for optical composites (Conference Presentation)

Viktor Podolskiy, Abantika Ghosh, Mohannad Elhamod, Jie Bu, Wei-Cheng Lee, Anuj Karpatne

Proceedings Volume PC12195, PC121950Y (2022) https://doi.org/10.1117/12.2632454

KEYWORDS: Composites, Electromagnetism, Data modeling, Maxwell's equations, Machine learning, Image processing, Environmental sensing

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Proceedings Article | 3 August 2021 Poster

Physics-guided machine learning for Maxwell's equations

Abantika Ghosh, Mohannad Elhamod, Jie Bu, Wei-Cheng Lee, Anuj Karpatne, Viktor Podolskiy

Proceedings Volume 11795, 117952H (2021) https://doi.org/10.1117/12.2594575

KEYWORDS: Machine learning, Maxwell's equations, Composites, Metamaterials, Wave propagation, Structural design, Physics, Optimization (mathematics), Neural networks, Dielectrics

Proceedings Article | 20 August 2020 Poster

Information flow in diffractive imaging with subwavelength resolution

Abantika Ghosh

Proceedings Volume 11460, 114602T (2020) https://doi.org/10.1117/12.2568619

KEYWORDS: Image resolution, Machine learning, Image processing, Optical microscopy, Diffraction, Diffraction gratings, Detection and tracking algorithms

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Proceedings Article | 20 August 2020 Presentation

Machine-learning-assisted diffractive imaging with subwavelength resolution

Viktor Podolskiy, Abantika Ghosh, Diane Roth, Luke Nicholls, William Wardley, Anatoly Zayats

Proceedings Volume 11460, 1146019 (2020) https://doi.org/10.1117/12.2568122

KEYWORDS: Image resolution, Machine learning, Diffraction, Image restoration, Machine vision, Geometrical optics, Evolutionary algorithms, Spatial resolution, Data acquisition, Artificial intelligence

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