Physics-informed Neural Network Estimation of Material Properties in
Soft Tissue Nonlinear Biomechanical Models

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Physics-informed Neural Network Estimation of Material Properties in Soft Tissue Nonlinear Biomechanical Models

15 December 2023

Federica Caforio

Francesco Regazzoni

Elias Karabelas

Christoph M. Augustin

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Papers citing "Physics-informed Neural Network Estimation of Material Properties in Soft Tissue Nonlinear Biomechanical Models"

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Title
Physics-informed neural network estimation of active material properties in time-dependent cardiac biomechanical models Matthias Höfler Francesco Regazzoni S. Pagani Elias Karabelas Christoph M. Augustin Gundolf Haase Gernot Plank Federica Caforio 52 0 0 06 May 2025
Enhanced uncertainty quantification variational autoencoders for the solution of Bayesian inverse problems Andrea Tonini Luca Dede' UQCV BDL 126 0 0 18 Feb 2025
Gradient Alignment in Physics-informed Neural Networks: A Second-Order Optimization Perspective Sizhuang He Ananyae Kumar Bhartari Bowen Li P. Perdikaris PINN 135 12 0 02 Feb 2025
Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization Michal Balcerak Tamaz Amiranashvili Andreas Wagner Jonas Weidner Petr Karnakov Johannes C. Paetzold Ivan Ezhov Petros Koumoutsakos Benedikt Wiestler Bjoern Menze AI4CE 110 2 0 30 Sep 2024