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SimPEG: Simulation and Parameter Estimation in Geophysics
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SimPEG: Simulation and Parameter Estimation in Geophysics
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2022-05-05 14:22:43

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2022-05-05 14:22:43

Why About Contact Contribute 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 Direct current resistivity Induced polarization Electromagnetics Time domain Frequency domain Natural source (e.g. Magnetotellurics) Viscous remanent magnetization 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 Discourse to ask the community a question!! Install SimPEG Read the documentation Join the community forum Chat to scientists and developers Read the SimPEG paper Read some code 📢 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! Sign up for the newsletter Join the community forum on Discourse Send us a message on Slack Contact us on GitHub by creating a new issue Join a weekly meeting organized on Slack or see previous meetings on YouTube 🙌 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: Talk about SimPEG, share links on social media, show our logo in your talks Cite the papers and project (see below) Submitting bugs when things don't work Fix typos and add examples to the documentation Contribute some code 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. simpeg/simpeg https://docs.simpeg.xyz Stable, but changing discretize Finite volume and visualization programs for solving and inverting PDEs. simpeg/discretize https://discretize.simpeg.xyz Stable pymatsolver A sparse matrix solver for Python. Solving Ax = b should be easy. simpeg/pymatsolver https://pymatsolver.rtfd.org Stable geoana A collection of mostly analytic functions in geophysics. simpeg/geoana https://geoana.rtfd.org Ready, but changing