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Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey

46 4 Updated Sep 13, 2024

Introduction to declarative PDE solvers

Python 37 7 Updated Nov 16, 2021

Python package for solving partial differential equations using finite differences.

Python 408 52 Updated Aug 22, 2024

A flexible framework for solving PDEs with modern spectral methods.

Python 492 116 Updated Sep 7, 2024

FiPy is a Finite Volume PDE solver written in Python

Python 504 148 Updated Sep 18, 2024

A large-scale benchmark for machine learning methods in fluid dynamics

Python 117 15 Updated Sep 4, 2024

Computational Fluid Dynamics in JAX

Jupyter Notebook 720 100 Updated Aug 8, 2024

Differentiable Fluid Dynamics Package

Python 312 52 Updated Sep 9, 2024

PDEBench: An Extensive Benchmark for Scientific Machine Learning

Python 721 83 Updated Aug 22, 2024

NumPy & SciPy for GPU

Python 8,170 811 Updated Sep 18, 2024

A deep learning empowered open-source platform for reacting flow simulations

C++ 133 60 Updated Sep 4, 2024

This Python script solves the Navier-Stokes equations using Physics-Informed Neural Network. This approach enables the modeling of fluid dynamics problems by learning the velocity field and pressur…

Python 6 Updated Mar 19, 2024

🌊 Framework for studying fluid dynamics with numerical simulations using Python (publish-only mirror). The main repo is hosted on https://foss.heptapod.net (Gitlab fork supporting Mercurial).

Python 49 8 Updated Sep 4, 2024

Lecture material for machine learning applied to computational fluid mechanics

Jupyter Notebook 307 111 Updated Oct 10, 2023

A Computational Fluid Dynamics (CFD) course with Python

Jupyter Notebook 45 3 Updated Dec 12, 2023

kinds of reinforcement learning model by Pytorch

Python 242 58 Updated Mar 19, 2023

Code repository for paper "Rapid Spatio-Temporal Flood Modelling via Hydraulics-Based Graph Neural Networks"

Jupyter Notebook 33 11 Updated Mar 14, 2024

《迁移学习简明手册》LaTex源码

TeX 2,475 494 Updated May 2, 2023

深度学习500问,以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述,以帮助自己及有需要的读者。 全书分为18个章节,50余万字。由于水平有限,书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作,联系[email protected] 版权所有,违权必究 Tan 2018.06

JavaScript 54,251 15,824 Updated Jun 26, 2024

Transient simulation in water networks using MOC method.

Python 46 21 Updated Sep 21, 2023

Water Hammer MOC Program in EcosimPro

Emacs Lisp 2 Updated Apr 18, 2024

为GPT/GLM等LLM大语言模型提供实用化交互接口,特别优化论文阅读/润色/写作体验,模块化设计,支持自定义快捷按钮&函数插件,支持Python和C++等项目剖析&自译解功能,PDF/LaTex论文翻译&总结功能,支持并行问询多种LLM模型,支持chatglm3等本地模型。接入通义千问, deepseekcoder, 讯飞星火, 文心一言, llama2, rwkv, claude2, m…

Python 64,050 7,913 Updated Sep 16, 2024

强化学习中文教程(蘑菇书🍄),在线阅读地址:https://datawhalechina.github.io/easy-rl/

Jupyter Notebook 9,094 1,815 Updated Sep 9, 2024

A Library for Advanced Deep Time Series Models.

Python 6,353 1,013 Updated Sep 11, 2024

A differentiable PDE solving framework for machine learning

Python 1,427 192 Updated Sep 18, 2024

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

Python 3,684 1,248 Updated May 23, 2024

基于《cuda编程-基础与实践》(樊哲勇 著)的cuda学习之路。

Cuda 218 48 Updated Jan 15, 2024

LargeScale Multiphysics Scientific Simulation Environment-OneFLOW CFD

C++ 250 81 Updated Sep 4, 2024

OpenFOAM Foundation development repository

C++ 1,513 604 Updated Sep 18, 2024