Machine learning related to GEOS-Chem: Difference between revisions

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== Current GEOS-Chem Machine Publications  (please add yours!) ==
All users interested in the use of Machine Learning within the GEOS-Chem community are encouraged to subscribe to the chemistry email list (click on the link in the [[#Contact information|contact information section]] below).
 
{| border=1 cellspacing=0 cellpadding=5
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!width="300px" bgcolor="#CCCCCC"|Machine Learning in GEOS-Chem support
|width="600px"|
*[http://www.york.ac.uk/chemistry/staff/academic/d-g/evansm/ Mat Evans]
*[https://sciences.gsfc.nasa.gov/sed/bio/christoph.a.keller Christoph Keller]
 
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!bgcolor="#CCCCCC"|Oxidants and Chemistry Working Group email list
|<tt>geos-chem-oxidants [at] g.harvard.edu</tt>
 
|-valign="top"
!bgcolor="#CCCCCC"|To subscribe to email list
|Either
*Send an email to <tt>geos-chem-oxidants+subscribe [at] g.harvard.edu</tt>
Or
*Go to the [https://groups.google.com/a/g.harvard.edu/forum/#!forum/geos-chem-oxidants GEOS-Chem Oxidants and Chemistry]
*Click on '''Subscribe to this group'''
 
|-valign="top"
!bgcolor="#CCCCCC"|To unsubscribe from email list
|Either
*Send an email to <tt>geos-chem-oxidants+unsubscribe [at] g.harvard.edu</tt>
Or
*Go to the [https://groups.google.com/a/g.harvard.edu/forum/#!forum/geos-chem-oxidants GEOS-Chem Oxidants and Chemistry]
*Click on the '''My Settings''' button
*Click on '''Leave this group'''
 
|}
 
 
== GEOS-Chem Machine Publications  (please add yours!) ==
{| border=1 cellspacing=0 cellpadding=5
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|[https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2018GL081049 A Deep Learning Parameterization for Ozone Dry Deposition Velocities]
|[https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2018GL081049 A Deep Learning Parameterization for Ozone Dry Deposition Velocities]
|14th May 2019
|14th May 2019
|-}
|-
|[mailto:tomas.sherwen@york.ac.uk Tomas Sherwen] <br> [mailto:mat.evans@york.ac.uk Mat Evans]
|[https://www.earth-syst-sci-data-discuss.net/essd-2019-40/ A machine learning based global sea-surface iodide distribution]
|14th May 2019
|}
 
== Current GEOS-Chem Machine Learning Projects (please add yours!) ==
{| border=1 cellspacing=0 cellpadding=5
|- bgcolor="#cccccc"
!width="200px"|User Group
!width="600px"|Description
!width="150px"|Contact Person
!width="100px"|Date Added
|-
|University of York
|Post processing bias corrector
|[mailto:pi517@york.ac.uk Peter Ivatt]<br>[mailto:mat.evans@york.ac.uk Mat Evans]
|14th May 2019
|-
|Duke University
|Ozone metrics predictor
|[mailto:psk9@duke.edu Prasad Ka Kasibhatla]
|14th May 2019
|}
 
== Useful resources (please add your favourites!) ==
{| border=1 cellspacing=0 cellpadding=5
|- bgcolor="#cccccc"
!width="300px"|Resource
!width="600px"|Description
|-
|[https://en.wikipedia.org/wiki/Machine_learning] Wiki Page
|Default Wikipedia ML launch page
|-
|}

Revision as of 09:38, 14 May 2019

All users interested in the use of Machine Learning within the GEOS-Chem community are encouraged to subscribe to the chemistry email list (click on the link in the contact information section below).

Machine Learning in GEOS-Chem support
Oxidants and Chemistry Working Group email list geos-chem-oxidants [at] g.harvard.edu
To subscribe to email list Either
  • Send an email to geos-chem-oxidants+subscribe [at] g.harvard.edu

Or

To unsubscribe from email list Either
  • Send an email to geos-chem-oxidants+unsubscribe [at] g.harvard.edu

Or


GEOS-Chem Machine Publications (please add yours!)

Contact Persons Paper Date Added
Christoph Keller
Mat Evans 		Application of random forest regression to the calculation of gas-phase chemistry within the GEOS-Chem chemistry model v10 14th May 2019
Sam Silva
Colette Heald 		A Deep Learning Parameterization for Ozone Dry Deposition Velocities 14th May 2019
Tomas Sherwen
Mat Evans 		A machine learning based global sea-surface iodide distribution 14th May 2019

Current GEOS-Chem Machine Learning Projects (please add yours!)

User Group Description Contact Person Date Added
University of York Post processing bias corrector Peter Ivatt
Mat Evans 		14th May 2019
Duke University Ozone metrics predictor Prasad Ka Kasibhatla 14th May 2019

Useful resources (please add your favourites!)

Resource Description
[1] Wiki Page Default Wikipedia ML launch page
Retrieved from "https://wiki.seas.harvard.edu/geos-chem/index.php?title=Machine_learning_related_to_GEOS-Chem&oldid=41723"