the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Extending MESMER-X: A spatially resolved Earth system model emulator for fire weather and soil moisture
Abstract. Climate emulators are models calibrated on Earth System Models (ESMs) to replicate their behaviour. Thanks to their low computational cost, these tools are becoming increasingly important to accelerate the exploration of emission scenarios and the coupling of climate information to other models. However, the emulation of regional climate extremes and water cycle variables has remained challenging. The MESMER emulator was recently expanded to represent regional temperature extremes in the new “MESMER-X” version, which is targeted at impact-related variables, including extremes. This paper presents a further expansion of MESMER-X to represent indices related to fire weather and soil moisture. Given a trajectory of global mean temperature, the extended emulator generates spatially-resolved realisations for the seasonal average of the Canadian Fire Weather Index (FWI), the number of days with extreme fire weather, the annual average of the soil moisture and the annual minimum of the monthly average soil moisture. For each ESM, the emulations mimic the statistical distributions and the spatial patterns of these indicators. For each of the four variables considered, we calculate how much do the quantiles of the emulations deviate from those of the ESMs, resulting in good performances. Moreover, we argue that this framework can be expanded to further variables, given that it works over a large range of annual indicators. Overall, the now expanded MESMER-X emulator can emulate several climate variables, including climate extremes and soil moisture availability, and is a useful tool for the exploration of regional climate changes and their impacts.
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Notice on discussion status
The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.
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Preprint
(2972 KB)
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The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.
- Preprint
(2972 KB) - Metadata XML
- BibTeX
- EndNote
- Final revised paper
Journal article(s) based on this preprint
Interactive discussion
Status: closed
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RC1: 'Comment on egusphere-2023-589', Claudia Tebaldi, 17 May 2023
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AC1: 'Reply on RC1', Yann Quilcaille, 07 Jul 2023
We would like to sincerely thank Claudia Tebaldi for the open, positive and constructive review. Her and the comments of the other Referee were completely integrated to the manuscript, which we believe has improve its quality.
We detail in this document the modifications brought to the manuscript. Referees' comments are shown in black. The authors' response is shown in green text. The text quoted from the manuscript is shown between quotation marks in italics. Numbers of lines correspond to the version including tracked changes.
Summary of modifications:
- Corrections in the main text following Referees’ recommendations, as detailed in the responses to the Referees.
- Updated figures 1, 4, 8 & 11 (selection of configuration): reversed colormap on CRPS, labels on color bars and bigger font sizes
- New appendices:
- 1: Application of the Probability Integral Transform to discrete distributions
- 2: Representation of the interannual variability
- 3: Interpretability of the CRPS
- 4: Maps of negative log likelihood for the retained configurations
- 5 to 6.8: Equivalent of figures 2, 5, 9, 12 but for SSP1-2.6 and SSP2-4.5
All details of the reply are provided in the attached file.
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AC1: 'Reply on RC1', Yann Quilcaille, 07 Jul 2023
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RC2: 'Comment on egusphere-2023-589', Anonymous Referee #2, 18 May 2023
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AC2: 'Reply on RC2', Yann Quilcaille, 07 Jul 2023
We would like to sincerely thank the Anonymous Referee 2 for the positive and constructive review. Its and Claudia Tebaldi’s comments were completely integrated to the manuscript, which we believe has improve its quality.
We detail in this document the modifications brought to the manuscript. Referees' comments are shown in black. The authors' response is shown in green text. The text quoted from the manuscript is shown between quotation marks in italics. Numbers of lines correspond to the version including tracked changes.
Summary of modifications:
- Corrections in the main text following Referees’ recommendations, as detailed in the responses to the Referees.
- Updated figures 1, 4, 8 & 11 (selection of configuration): reversed colormap on CRPS, labels on color bars and bigger font sizes
- New appendices:
- 1: Application of the Probability Integral Transform to discrete distributions
- 2: Representation of the interannual variability
- 3: Interpretability of the CRPS
- 4: Maps of negative log likelihood for the retained configurations
- 5 to 6.8: Equivalent of figures 2, 5, 9, 12 but for SSP1-2.6 and SSP2-4.5
All details on this reply are provided in the attached file.
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AC3: 'Reply on RC2', Yann Quilcaille, 07 Jul 2023
We would like to sincerely thank the Anonymous Referee 2 for the positive and constructive review. Its and Claudia Tebaldi’s comments were completely integrated to the manuscript, which we believe has improve its quality.
We detail in this document the modifications brought to the manuscript. Referees' comments are shown in black. The authors' response is shown in green text. The text quoted from the manuscript is shown between quotation marks in italics. Numbers of lines correspond to the version including tracked changes.
Summary of modifications:
- Corrections in the main text following Referees’ recommendations, as detailed in the responses to the Referees.
- Updated figures 1, 4, 8 & 11 (selection of configuration): reversed colormap on CRPS, labels on color bars and bigger font sizes
- New appendices:
- 1: Application of the Probability Integral Transform to discrete distributions
- 2: Representation of the interannual variability
- 3: Interpretability of the CRPS
- 4: Maps of negative log likelihood for the retained configurations
- 5 to 6.8: Equivalent of figures 2, 5, 9, 12 but for SSP1-2.6 and SSP2-4.5
All details on the reply are provided in the attached file.
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AC2: 'Reply on RC2', Yann Quilcaille, 07 Jul 2023
Interactive discussion
Status: closed
-
RC1: 'Comment on egusphere-2023-589', Claudia Tebaldi, 17 May 2023
-
AC1: 'Reply on RC1', Yann Quilcaille, 07 Jul 2023
We would like to sincerely thank Claudia Tebaldi for the open, positive and constructive review. Her and the comments of the other Referee were completely integrated to the manuscript, which we believe has improve its quality.
We detail in this document the modifications brought to the manuscript. Referees' comments are shown in black. The authors' response is shown in green text. The text quoted from the manuscript is shown between quotation marks in italics. Numbers of lines correspond to the version including tracked changes.
Summary of modifications:
- Corrections in the main text following Referees’ recommendations, as detailed in the responses to the Referees.
- Updated figures 1, 4, 8 & 11 (selection of configuration): reversed colormap on CRPS, labels on color bars and bigger font sizes
- New appendices:
- 1: Application of the Probability Integral Transform to discrete distributions
- 2: Representation of the interannual variability
- 3: Interpretability of the CRPS
- 4: Maps of negative log likelihood for the retained configurations
- 5 to 6.8: Equivalent of figures 2, 5, 9, 12 but for SSP1-2.6 and SSP2-4.5
All details of the reply are provided in the attached file.
-
AC1: 'Reply on RC1', Yann Quilcaille, 07 Jul 2023
-
RC2: 'Comment on egusphere-2023-589', Anonymous Referee #2, 18 May 2023
-
AC2: 'Reply on RC2', Yann Quilcaille, 07 Jul 2023
We would like to sincerely thank the Anonymous Referee 2 for the positive and constructive review. Its and Claudia Tebaldi’s comments were completely integrated to the manuscript, which we believe has improve its quality.
We detail in this document the modifications brought to the manuscript. Referees' comments are shown in black. The authors' response is shown in green text. The text quoted from the manuscript is shown between quotation marks in italics. Numbers of lines correspond to the version including tracked changes.
Summary of modifications:
- Corrections in the main text following Referees’ recommendations, as detailed in the responses to the Referees.
- Updated figures 1, 4, 8 & 11 (selection of configuration): reversed colormap on CRPS, labels on color bars and bigger font sizes
- New appendices:
- 1: Application of the Probability Integral Transform to discrete distributions
- 2: Representation of the interannual variability
- 3: Interpretability of the CRPS
- 4: Maps of negative log likelihood for the retained configurations
- 5 to 6.8: Equivalent of figures 2, 5, 9, 12 but for SSP1-2.6 and SSP2-4.5
All details on this reply are provided in the attached file.
-
AC3: 'Reply on RC2', Yann Quilcaille, 07 Jul 2023
We would like to sincerely thank the Anonymous Referee 2 for the positive and constructive review. Its and Claudia Tebaldi’s comments were completely integrated to the manuscript, which we believe has improve its quality.
We detail in this document the modifications brought to the manuscript. Referees' comments are shown in black. The authors' response is shown in green text. The text quoted from the manuscript is shown between quotation marks in italics. Numbers of lines correspond to the version including tracked changes.
Summary of modifications:
- Corrections in the main text following Referees’ recommendations, as detailed in the responses to the Referees.
- Updated figures 1, 4, 8 & 11 (selection of configuration): reversed colormap on CRPS, labels on color bars and bigger font sizes
- New appendices:
- 1: Application of the Probability Integral Transform to discrete distributions
- 2: Representation of the interannual variability
- 3: Interpretability of the CRPS
- 4: Maps of negative log likelihood for the retained configurations
- 5 to 6.8: Equivalent of figures 2, 5, 9, 12 but for SSP1-2.6 and SSP2-4.5
All details on the reply are provided in the attached file.
-
AC2: 'Reply on RC2', Yann Quilcaille, 07 Jul 2023
Peer review completion
Journal article(s) based on this preprint
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Cited
2 citations as recorded by crossref.
Yann Quilcaille
Lukas Gudmundsson
Sonia Isabelle Seneviratne
The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.
- Preprint
(2972 KB) - Metadata XML