See https://github.com/tapyu/awesome-scientific-computing instead
Awesome Scientific Computing
A curated list of awesome articles, software libraries and resources on Scientific Computing
Items marked with
are open-source software and link to the source code. Items marked with
are free (as in free beer).
Table of Contents
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Astrodynamics
Software Tools
Computational Fluid Dynamics
- OpenFOAM - C++ toolbox for the development of customized numerical solvers, and pre-/post-processing utilities for the solution of continuum mechanics problems.
Blog Posts
- Fluid Simulation for Video Games - 20 part tutorial to use fluid motion game to create immersive and fun virtual worlds.
Learning
- CFDPython - A sequence of IPython notebooks featuring the "12 Steps to Navier-Stokes".
Communities
- CFD Online - Free community for everyone interested in Computational Fluid Dynamics.
- SimScale - Cloud-based CAE platform that lets you seamlessly simulate, share, and collaborate.
Signal Processing
Notebooks
- Signal Processign with GW150914 Open Data - Typical signal processing tasks with the LIGO GW150914 Open Data.
Flight Mechanics
Software Tools
- PyFME - Python Flight Mechanics Engine.
- Aerospace Blockset™ - Simulink® extension with blocks for modeling and simulating aircraft, spacecraft, rocket, and propulsion systems, as well as unmanned airborne vehicles.
Linear Algebra
Learning
- MIT 18.06, Linear Algebra course - Linear Algebra course by Professor Gilbert Strang.
- The Art of Linear Algebra - Graphic notes on Gilbert Strang's "Linear Algebra for Everyone".
Nuclear Physics
Notebooks
- ¿Cuánto tardará el área de Chernobyl en dejar de ser radiactiva? - Analysis of the radioactive decay of the Chernobyl's radioactive waste. (Spanish)
Python
Use of Python in multiple Scientific Computing areas
Learning
- Basic Python Packages for Science - Quick introduction to the principal Python packages for scientific purposes using the Jupyter Notebook.
- Numba: Tell those C++ bullies to get lost - Scipy 2016 tutorial presented as a set of Jupyter notebooks with exercises sprinkled throughout.
- Lectures on scientific computing with Python - A set of lectures on scientific computing with Python, using IPython notebooks.
Blogs
- Raúl E. López Briega - Mathematics and Data Analysis using Python. (Spanish)
Meteorology
Datasets
- Wind Atlas of Spain - Numerical weather prediction system to predict the long-term wind resource.
Chemical Engineering
Communities
- CAChemE - Engineering students group to promote Free Software and encourage the use of computing in Chemical Engineering. (Spanish)
Structural Analysis
Notebooks
- Transverse Vibration of a uniform Euler-Bernoilli beam - Transverse Vibrations analysed using Python.
Numerical Aerodynamics
Learning
- Aerodinámica Numérica - Numerical Aerodynamics MOOC. (Spanish)
- Aerodynamics / Hydrodynamics - Foundation in the classical theories of aerodynamics of ideal fluids using Python.
Data Analysis
Software Tools
- xlwings - Replace your VBA code with Python.
Machine Learnig
Learning
- Code solution of Steven L. Brunton and J. Nathan Kutz's book - Matlab codes of the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz.
- Matlab code and Instructor Resources of Simon Haykin's book - Instructor Resources and Matlab code of Simon Haykin's book "Neural Networks and Learning Machines".
Blog Posts
- Man Combines Random People’s Photos Using Neural Networks And The Results Are Amazing - Art technique known as Inceptionism, where images are combined using neural networks to generate a single mind-bending picture.
Datasets
- UCI - UC Irvine Machine Learning Repository.
- kaggle - A data science competition platform enables users to find and publish open datasets, explore and build models in a web-based data science environment, work with other data scientists and machine learning engineers.
Control Systems
Software Tools
- python-control - Basic operations for analysis and design of feedback control systems.
Communication Systems
Software Tools
- GNU Radio - Free software development toolkit that provides signal processing blocks to implement software-defined radios and signal processing systems.
- proxmark3 - Swiss-army tool of RFID, allowing for interactions with the vast majority of RFID tags on a global scale.
- HackRF - A low cost, open source Software Defined Radio platform.
Learning
- Quadrature Signals: Complex, But Not Complicated.
- I/Q Data for Dummies.
- GLONASS & GPS HW design
- Software Radio for Experimenters with GNU Radio - Implemented in Octave and Python by Michel Barbeau.
- Let’s Assume the System is Synchronized - By Fred Harris.
Marine Engineering
Software Tools
- FreeCAD-Ship - FreeCAD module to provide a complete set of naval architect tools.
Microscopy
Scanning Probe Microscopy
Software Tools
- NTMDTRead - a library reading the proprietary file format of NT-MDT scanning probe microscopes and Raman spectrometers.
Quantum Mechanics
Software Tools
- QuTiP - Quantum Toolbox in Python.
Visualization
Software Tools
- Mayavi - 3D scientific data visualization and plotting in Python.
- ParaView - Build visualizations to analyze their data using qualitative and quantitative techniques.
- VisIt - Interactive, scalable, visualization, animation and analysis tool.
Finite Element Method
Software Tools
- Fenics Project - Automated scientific computing, with a particular focus on automated solution of differential equations by finite element methods.
- SfePy - Solving systems of coupled partial differential equations (PDEs) by the finite element method in 1D, 2D and 3D.
Blogs
- Finit3element - Web page on the finite element method (FEM) and its applicantions. (Spanish)
Finite Volume Method
Software Tools
- FiPy - A Finite Volume PDE Solver Using Python.
Chemistry
Software Tools
- PyMOL - A molecular visualization system.
Numerical Simulation
Software Tools
- SALOME - Generic platform for Pre- and Post-Processing for numerical simulation. It is based on an open and flexible architecture made of reusable components.
Contribute
Your contributions are always welcome! Please submit a pull request to add a new resource to the list. See CONTRIBUTING.md for more advice.
REMEMBER: this is a list of resources that you consider essential but people may not know.
License
This work is licensed under a Creative Commons Attribution 4.0 International License.