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mms_reconstruction's Introduction

About

This repo tracks development of MMS analysis with Kamodo. Currently, the kamodofied Denton reconstruction code performs the analysis on a matlab drump of the event from Denton et al. 2019. We have also developed a kamodofied cdf reader that provides a functional interface to cdf files such as those produced by pyspedas, as demonstrated in this video. The eventual goal is to combine the two so we can run the polynomial reconstruction on any event from MMS.

This project is hosted on github: https://github.com/asherp/mms_reconstruction

Polynomial Expansion

  1. Linear Model - Only linear variation in B

  2. Quadratic Model - all terms except 2nd derivative w.r.t. MDD local minimum gradient coordinate me.

  3. Quadratic-linear m model - drops all m terms except those linear in m

  4. Reduced quadratic model - drops additional terms to keep โˆ‚Bn/โˆ‚n small, for n perpendicular to current sheet.

  • Linear has most regular variation but no plasmoids
  • Quadrtic often shows overfitting
  • Quadratic-linear are or Reduced quadratic are better fits for the event, though reduced quadratic does better when there is poor sampling of the structure and the plasma sheet transition appears better
  • Plasmoids may not be realistic since the model is quadratic and likes to form plasmoids whether or not they are in the data.

Example IDL code

Code for retrieving data for the sample reconstruction may be found here

Generating docs

You will need mkdocs to generate this documentation site

pip install mkdocs
pip install mknotebooks
pip install python-markdown-math

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