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Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data
The energy balance of the Earth is controlled by the shortwave and longwave radiation emitted to space. Changes in the thermodynamic state of the system over time affect climate and are noticeable when viewing the system as a whole. In this paper, we study the changes in the complexity of climate in...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6976651/ https://www.ncbi.nlm.nih.gov/pubmed/31969616 http://dx.doi.org/10.1038/s41598-020-57917-8 |
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author | Delgado-Bonal, Alfonso Marshak, Alexander Yang, Yuekui Holdaway, Daniel |
author_facet | Delgado-Bonal, Alfonso Marshak, Alexander Yang, Yuekui Holdaway, Daniel |
author_sort | Delgado-Bonal, Alfonso |
collection | PubMed |
description | The energy balance of the Earth is controlled by the shortwave and longwave radiation emitted to space. Changes in the thermodynamic state of the system over time affect climate and are noticeable when viewing the system as a whole. In this paper, we study the changes in the complexity of climate in the last four decades using data from the Modern-Era Retrospective analysis for Research and Applications, Version 2 (MERRA-2). First, we study the complexity of the shortwave and longwave radiation fields independently using Approximate Entropy and Sample Entropy, observing that the rate of complexity change is faster for shortwave radiation. Then, we study the causality of those changes using Transfer Entropy to capture the non-linear dynamics of climate, showing that the changes are mainly driven by the variations in shortwave radiation. The observed behavior of climatic complexity could be explained by the changes in cloud amount, and we research that possibility by investigating its evolution from a complexity perspective using data from the International Satellite Cloud Climatology Project (ISCCP). |
format | Online Article Text |
id | pubmed-6976651 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-69766512020-01-29 Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data Delgado-Bonal, Alfonso Marshak, Alexander Yang, Yuekui Holdaway, Daniel Sci Rep Article The energy balance of the Earth is controlled by the shortwave and longwave radiation emitted to space. Changes in the thermodynamic state of the system over time affect climate and are noticeable when viewing the system as a whole. In this paper, we study the changes in the complexity of climate in the last four decades using data from the Modern-Era Retrospective analysis for Research and Applications, Version 2 (MERRA-2). First, we study the complexity of the shortwave and longwave radiation fields independently using Approximate Entropy and Sample Entropy, observing that the rate of complexity change is faster for shortwave radiation. Then, we study the causality of those changes using Transfer Entropy to capture the non-linear dynamics of climate, showing that the changes are mainly driven by the variations in shortwave radiation. The observed behavior of climatic complexity could be explained by the changes in cloud amount, and we research that possibility by investigating its evolution from a complexity perspective using data from the International Satellite Cloud Climatology Project (ISCCP). Nature Publishing Group UK 2020-01-22 /pmc/articles/PMC6976651/ /pubmed/31969616 http://dx.doi.org/10.1038/s41598-020-57917-8 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Delgado-Bonal, Alfonso Marshak, Alexander Yang, Yuekui Holdaway, Daniel Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data |
title | Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data |
title_full | Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data |
title_fullStr | Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data |
title_full_unstemmed | Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data |
title_short | Analyzing changes in the complexity of climate in the last four decades using MERRA-2 radiation data |
title_sort | analyzing changes in the complexity of climate in the last four decades using merra-2 radiation data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6976651/ https://www.ncbi.nlm.nih.gov/pubmed/31969616 http://dx.doi.org/10.1038/s41598-020-57917-8 |
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