Articles | Volume 13, issue 12
https://doi.org/10.5194/essd-13-5711-2021
https://doi.org/10.5194/essd-13-5711-2021
Data description paper
 | 
10 Dec 2021
Data description paper |  | 10 Dec 2021

ML-TOMCAT: machine-learning-based satellite-corrected global stratospheric ozone profile data set from a chemical transport model

Sandip S. Dhomse, Carlo Arosio, Wuhu Feng, Alexei Rozanov, Mark Weber, and Martyn P. Chipperfield

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Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on essd-2021-225', Anonymous Referee #1, 15 Aug 2021
    • AC1: 'Reply on RC1', Sandip Dhomse, 18 Oct 2021
  • RC2: 'Review of the manuscript “ML-TOMCAT: Machine-Learning-Based Satellite-Corrected Global Stratospheric Ozone Profile Dataset from a Chemical Transport Model“ by S.S. Dhomse et al.', Anonymous Referee #2, 18 Aug 2021
    • AC2: 'Reply on RC2', Sandip Dhomse, 18 Oct 2021

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
AR by Sandip Dhomse on behalf of the Authors (18 Oct 2021)  Author's response   Author's tracked changes   Manuscript 
ED: Publish subject to minor revisions (review by editor) (22 Oct 2021) by Martin Schultz
AR by Sandip Dhomse on behalf of the Authors (12 Nov 2021)  Author's response   Author's tracked changes   Manuscript 
ED: Publish as is (12 Nov 2021) by Martin Schultz
AR by Sandip Dhomse on behalf of the Authors (12 Nov 2021)  Manuscript 
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Short summary
High-quality long-term ozone profile data sets are key to estimating short- and long-term ozone variability. Almost all the satellite (and chemical model) data sets show some kind of bias with respect to each other. This is because of differences in measurement methodologies as well as simplified processes in the models. We use satellite data sets and chemical model output to generate 42 years of ozone profile data sets using a random-forest machine-learning algorithm that is named ML-TOMCAT.
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