physics-informed-learning topic

List physics-informed-learning repositories

sciml.ai

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The SciML Scientific Machine Learning Software Organization Website

TL-DeepONet

59
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9
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Source code of 'Deep transfer operator learning for partial differential equations under conditional shift'.

SciMLTutorialsOutput

21
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3
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Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

DataDrivenDynSyst

76
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11
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Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

NVFi

37
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1
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NVFi in PyTorch (NeurIPS 2023)

fdaPDE-cpp

18
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8
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A C++ library for physics-informed spatial and functional data analysis over complex domains.

PhyCRNet

18
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5
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Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs

TensorFlowDiffEq.jl

15
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5
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Using TensorFlow for physics-informed neural networks for scientific machine learning (SciML)

TBSI-Sunwoda-Battery-Dataset

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Sunwoda Electronic Co., Ltd, and Tsinghua Berkeley Shenzhen Institute (TBSI) generate the TBSI Sunwoda Battery Dataset. We open-source this dataset to inspire more data-driven novel material verificat...