Simulation and Parameter Estimation in Geophysics

An open source python package for simulation and gradient based parameter estimation in geophysical applications.

Geophysical Methods

Contribute to a growing community of geoscientists building an open foundation for geophysics. SimPEG provides a collection of geophysical simulation and inversion tools that are built in a consistent framework.

  • Gravity
  • Magnetics
    • Viscous remanent magnetization
  • Direct current resistivity
  • Induced polarization
  • Electromagnetics
    • Time domain
    • Frequency domain
  • Magnetotellurics
  • Richards Equation

Forward Simulations

Finite volume tools that work across many different discretizations and dimensions. Simulate your geophysical method in 1D, 2D, 2.5D, 3D and through time. Refine around areas of interest using an OcTree.

  • Tensor mesh
  • OcTree mesh
  • QuadTree mesh
  • Logicaly rectangular mesh
  • Cylindrical mesh

  • Access to derivatives
  • Plotting utilities
  • VTK export

Inversion Components

The SimPEG inversion framework is modular, allowing you to explore, experiment and iterate over a variety of approaches to the inverse problem.

  • Optimization
  • Regularization
  • Data misfits
  • Parametric models
  • Joint inversions

🚀 Get Started 🚀

The easiest way to install SimPEG is from PyPI, using pip. If you get stuck or have no idea what a pip is, jump on Slack or Google Groups to ask the community a question!!

📢 Contacting Us 📢

Please don't hesitate to reach out and ask a question! We love to hear about how people are using or want to use SimPEG!

🙌 Contribute 🙌

SimPEG is a community of scientists and volunteers who are excited to help you out, please give back to the community by sharing your successes and citing the project! Here are some ways you can contribute:

SimPEG Framework Paper

Cockett, Rowan, Seogi Kang, Lindsey J. Heagy, Adam Pidlisecky, and Douglas W. Oldenburg. "SimPEG: An Open Source Framework for Simulation and Gradient Based Parameter Estimation in Geophysical Applications" Computers & Geosciences, September 2015. doi:10.1016/j.cageo.2015.09.015.

Electromagnetics Simulations & Inversions

Lindsey J. Heagy, Rowan Cockett, Seogi Kang, Gudni K. Rosenkjaer, Douglas W. Oldenburg. "A framework for simulation and inversion in electromagnetics" Computers & Geosciences, September 2017. doi:10.1016/j.cageo.2017.06.018

Project Ecosystem

SimPEG is an ecosystem with many interrelated projects and repositories.

simpeg

Simulation and inversion utilities for many different geophysical methods.

discretize

Finite volume and visualization programs for solving and inverting PDEs.

pymatsolver

A sparse matrix solver for Python. Solving Ax = b should be easy.

geoana

A collection of mostly analytic functions in geophysics.