Author

B. Tripathi

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Aug 2026

Physics-informed sampled neural networks (PISaNN) for modelling nonlinear waves

This study provides the first application of a PINN-based framework to cubic nonlinear shear-wave propagation in soft solids and out performs the baseline PINNs while requiring no simulation or experimental data for training.

V. Pratap, B. Tripathi · Engineering computations · 0 citations