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9 repositories
Jupyter Notebook 88 29 Updated Oct 16, 2021

PDEBench: An Extensive Benchmark for Scientific Machine Learning

Python 814 93 Updated Dec 28, 2024

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

Python 140 53 Updated Oct 18, 2019

A differentiable PDE solving framework for machine learning

Python 1,534 195 Updated Jan 12, 2025

Learning nonlinear operators via DeepONet

Python 573 153 Updated Jun 25, 2022

IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by J. Nathan Kutz and Steven L. Brunton

Jupyter Notebook 130 372 Updated Jan 24, 2022

Using Long Short-Term Memory (LSTM) models to model the dynamics of Shape Memory Alloys (SMAs).

Jupyter Notebook 2 1 Updated Nov 15, 2021

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

Python 199 40 Updated Oct 12, 2021

hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations

Python 75 32 Updated Jun 21, 2022