Mr. Siddharth Nair Profile

Siddharth Nair

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Publications (2)

Proceedings Article | 9 May 2024 Presentation + Paper

Acoustic scattering simulations via physics-informed neural network

Siddharth Nair, Timothy Walsh, Gregory Pickrell, Fabio Semperlotti

Proceedings Volume 12949, 129490N (2024) https://doi.org/10.1117/12.3010166

KEYWORDS: Acoustics, Multiple scattering, Simulations, Scattering, Neural networks, Boundary conditions, Finite element methods, Superposition, Machine learning

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Proceedings Article | 25 April 2023 Presentation + Paper

A deep learning approach for the inverse shape design of 2D acoustic scatterers

Siddharth Nair, Timothy Walsh, Gregory Pickrell, Fabio Semperlotti

Proceedings Volume 12488, 124881A (2023) https://doi.org/10.1117/12.2658207

KEYWORDS: Design and modelling, Acoustics, Remote sensing, Wavefronts, Inverse problems, Deep learning, Scattering

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