whucsu Goto Github PK

fem-vs-pinns

generative_design

This repository is dedicated to the development of an approach based on machine learning and optimization algorithms for generative design of a prosthetic heart valve

heart_lvad

inverse-bc-pinn-framework

BC-PINN - Solving Parabolic/Hyperbolic PDE System

learning-scientific_machine_learning_residual_based_attention_pinns_deeponets

Physics Informed Machine Learning Tutorials (Pytorch and Jax)

lpm_pinn

Implementation of a PINN model associated with a lumped parameter description of the circulatory system for rapid parameter estimation

maef-net

Multi-attention efficient feature fusion network for left ventricular segmentation and quantitative analysis in two-dimensional echocardiography

memsam

[CVPR 2024 Oral] MemSAM: Taming Segment Anything Model for Echocardiography Video Segmentation.

ml_project2

modulusvascularflow

Multicase vascular flow PINN based on Nvidia Modulus v20.09 modulus

multiscale_mechanobiology_gr

myofe

Fiber reorientation and growth is merged and tested

myofe-new

myofe_training_notebooks

Series of Jupyter notebooks to build up FEniCS capabilities to understand the MyoFE framework

myofe_vis

A repository for visualizing results from MyoFE

neuralcmf

nsfnets

PINN in solving Navier–Stokes equation

pbpvr

Physics-based pressure-volume relationship (PBPVR) model for heart modeling

physics-informed-contour-selection

pinn-for-physiological-timeseries

pinns

PyTorch Implementation of Physics-informed Neural Networks

pinns-for-cardiac-ep

Physics-Inspired Neural Networks (PINNs) for cardiac electrophysiology characterization.

rba-pinns

rbf-pinn

rom-with-geometry-informed-snapshots

Non-intrusive reduced-order modeling with geometry-informed snapshots. Current based registration is applied to compute the diffeomorphism between snapshots.

samus

sdf4chd

slicerheart

3D Slicer extension for cardiac analysis

soft-tissue-pignn

Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics

sti_elastance_aiestimator