JASA express letters
Stable adaptive training for physics-informed neural networks in acoustic wave propagation.
Márcio Marques, Leonardo Mendonça, Arthur Bizzi, Leonardo Moreira, Christian Oliveira, Deborah Oliveira, Lucas Fernandez, Vitor Balestro, João Pereira, Daniel Yukimura, Tiago Novello, Pavel Petrov, Lucas Nissenbaum
Published: 202510.1121/10.0039767
Abstract
Physics-informed neural networks (PINNs) have emerged as a promising tool for simulating various phenomena. However, their application in underwater acoustics remains challenging, primarily due to the need to sample large computational domains and to…
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