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Tatthapong Srikitrungruang

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Jul 2026

Probabilistic Physics-Informed Neural Networks for Estimating Heterogeneous Elastic Properties from Low-Resolution and Noisy Displacement Data

A Probabilistic Inverse Elasticity Physics-Informed Neural Network (PIE-PINN) framework for robust estimation of Young's modulus and Poisson's ratio from noisy, low-resolution displacement data is proposed.

Tatthapong Srikitrungruang, Jaesung Lee · arXiv.org · 0 citations