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Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years
The complexity of the climate of the past 122;000 years and recent 2000 years was investigated by analyzing the δ (18) O records of ice cores based on the sample entropy (SampEn) method and Lempel-Ziv (LZ) complexity. In using SampEn method, the climate complexity is measured by the sample entropy,...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2017
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5482859/ https://www.ncbi.nlm.nih.gov/pubmed/28646213 http://dx.doi.org/10.1038/s41598-017-04584-x |
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author | Shao, Zhi-Gang |
author_facet | Shao, Zhi-Gang |
author_sort | Shao, Zhi-Gang |
collection | PubMed |
description | The complexity of the climate of the past 122;000 years and recent 2000 years was investigated by analyzing the δ (18) O records of ice cores based on the sample entropy (SampEn) method and Lempel-Ziv (LZ) complexity. In using SampEn method, the climate complexity is measured by the sample entropy, which is a modified approximate entropy defined in terms of the occurring probability of new modes in a record. A larger sample entropy reflects a higher probability to spot a new mode in the data, and in this sense signals a larger complexity of the sample. The δ (18) O record of the past 122,000-year is found to have smaller SampEn than the recent 2000-year. This result suggests that the climate of the past 122;000-year has less complexity than that of the recent 2000 years, even though the record for the former exhibits stronger fluctuations and multifractality than the latter. This diagnosis is additionally supported by calculations of LZ complexity, which has smaller value for the record of the past 122;000 years than the recent 2000 years. Our theoretical findings may further contribute to ongoing explorations into the nonlinear statistical character of the climate change. |
format | Online Article Text |
id | pubmed-5482859 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-54828592017-06-26 Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years Shao, Zhi-Gang Sci Rep Article The complexity of the climate of the past 122;000 years and recent 2000 years was investigated by analyzing the δ (18) O records of ice cores based on the sample entropy (SampEn) method and Lempel-Ziv (LZ) complexity. In using SampEn method, the climate complexity is measured by the sample entropy, which is a modified approximate entropy defined in terms of the occurring probability of new modes in a record. A larger sample entropy reflects a higher probability to spot a new mode in the data, and in this sense signals a larger complexity of the sample. The δ (18) O record of the past 122,000-year is found to have smaller SampEn than the recent 2000-year. This result suggests that the climate of the past 122;000-year has less complexity than that of the recent 2000 years, even though the record for the former exhibits stronger fluctuations and multifractality than the latter. This diagnosis is additionally supported by calculations of LZ complexity, which has smaller value for the record of the past 122;000 years than the recent 2000 years. Our theoretical findings may further contribute to ongoing explorations into the nonlinear statistical character of the climate change. Nature Publishing Group UK 2017-06-23 /pmc/articles/PMC5482859/ /pubmed/28646213 http://dx.doi.org/10.1038/s41598-017-04584-x Text en © The Author(s) 2017 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 Shao, Zhi-Gang Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
title | Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
title_full | Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
title_fullStr | Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
title_full_unstemmed | Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
title_short | Contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
title_sort | contrasting the complexity of the climate of the past 122,000 years and recent 2000 years |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5482859/ https://www.ncbi.nlm.nih.gov/pubmed/28646213 http://dx.doi.org/10.1038/s41598-017-04584-x |
work_keys_str_mv | AT shaozhigang contrastingthecomplexityoftheclimateofthepast122000yearsandrecent2000years |