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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Mohsen Badiey

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2 papers indexed here

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Aug 2026

Physics-guided machine learning reconstruction of modal structure in the seabed characterization experiments

Accurate extraction of normal modes from underwater acoustic data is relevant for seabed characterization and geoacoustic analysis. In this context, efficiently predicting these depth-dependent mode structures is critical for understanding the acoustic field. Standard signal processing techniques for extracting these f...

Sebastian Rojas-Ortega, Mohsen Badiey, C. Escobar-Amado · 0 citations
Aug 2026

HelmholtzNet: Physics-informed graph neural network for acoustic pressure estimation

We present a method for predicting the ocean acoustic pressure field from partially observed pressure magnitudes across range–depth locations. Our framework leverages a physics-informed graph neural network (PIGNN), in which graph connectivity encodes the local spatial structure of the waveguide and enables stable lear...

J. Castro-Correa, Mohsen Badiey · 0 citations

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