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Adaptive physics-informed neural networks for underwater acoustic field predictiona)

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This paper introduces an adaptive physics-informed neural network for predicting underwater pressure fields. A gradient-based adaptive weighting method is proposed to address the imbalance between physics-constrained and data-fidelity terms, effectively captur... ...