AutoEmulate

Simulations of physical systems are often slow and need lots of compute, which makes them unpractical for real-world applications like digital twins, or when they have to run thousands of times for sensitivity analyses. The goal of AutoEmulate is to make it easy to replace simulations with fast, accurate emulators. To do this, AutoEmulate automatically fits and compares various emulators, ranging from simple models like Radial Basis Functions and Second Order Polynomials to more complex models like Support Vector Machines and Gaussian Processes to find the best emulator for a simulation.

Documentation

You can find the project documentation here, including installation.

The AutoEmulate project

• The AutoEmulate project is run out of the Alan Turing Institute.

• Visit autoemulate.com to learn more.

• Feel free to reach out to us at aiphys@turing.ac.uk for queries about AutoEmulate or ideas for collaboration.

• We have also published a paper in The Journal of Open Source Software.

  Please cite this paper if you use the package in your work:

  @article{Stoffel2025, doi = {10.21105/joss.07626}, url = {https://doi.org/10.21105/joss.07626}, year = {2025}, publisher = {The Open Journal}, volume = {10}, number = {107}, pages = {7626}, author = {Martin A. Stoffel and Bryan M. Li and Kalle Westerling and Sophie Arana and Max Balmus and Eric Daub and Steve Niederer}, title = {AutoEmulate: A Python package for semi-automated emulation}, journal = {Journal of Open Source Software} }
  

Contributors

Kalle Westerling 📖 💻 🖋	Bryan M. Li 💻	martin 💻 🤔 📖 🚧 🔬 👀	Eric Daub 🤔 📆 👀 💻	steven niederer 🤔 🖋 📆	Maximilian Balmus 💻 🐛	Sophie Arana 🖋 📖 📆
Andrew Duncan 🤔 📆	Marjan Famili 💻 🤔 📖 👀	Radka Jersakova 💻 📆 🚧 🤔 👀	Christopher Iliffe Sprague 💻 🎨 🤔 👀 📖	Will Usher 💻	Sam Greenbury 💻 🤔 👀 📆	Ed Chalstrey 💻 🎨 👀 📖
Edwin 💻 🤔 👀 📖	Paolo Conti 💻 🤔 👀 📖	Camila Rangel Smith 💻 🖋	Nayara Fonseca 📖	Jason McEwen 🤔 📆	Amir Ali 🤔	Harry Saxton 🤔
Josh Williams 🐛 🤔	Levan Bokeria 🐛	Ritkaar Singh 📖	vchhabra-turing 🤔	Ethan Attwood 🐛	__aar0n__.py 💻	SyedHaider2084 💻 📖
Loh Chun Mun 📖 💻	Jichen Zhang 💻 📖	Rémi Delaporte-Mathurin 🐛 📖	Philip Meier 🐛	Penelope Yong 🤔 👀 💻 📖	Yash Dhawan 📖