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  Comprehensive uncertainty estimation of the timing of Greenland warmings in the Greenland ice core records

Myrvoll-Nilsen, E., Riechers, K., Rypdal, M. W., & Boers, N. (2022). Comprehensive uncertainty estimation of the timing of Greenland warmings in the Greenland ice core records. Climate of the Past, 18(6), 1275-1294. doi:10.5194/cp-18-1275-2022.

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資料種別: 学術論文

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27912oa.pdf (出版社版), 4MB
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27912oa.pdf
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 作成者:
Myrvoll-Nilsen, Eirik1, 著者              
Riechers, Keno1, 著者              
Rypdal, Martin Wibe2, 著者
Boers, Niklas1, 著者              
所属:
1Potsdam Institute for Climate Impact Research, ou_persistent13              
2External Organizations, ou_persistent22              

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 要旨: Paleoclimate proxy records have non-negligible uncertainties that arise from both the proxy measurement and the dating processes. Knowledge of the dating uncertainties is important for a rigorous propagation to further analyses, for example, for identification and dating of stadial–interstadial transitions in Greenland ice core records during glacial intervals, for comparing the variability in different proxy archives, and for model-data comparisons in general. In this study we develop a statistical framework to quantify and propagate dating uncertainties in layer counted proxy archives using the example of the Greenland Ice Core Chronology 2005 (GICC05). We express the number of layers per depth interval as the sum of a structured component that represents both underlying physical processes and biases in layer counting, described by a regression model, and a noise component that represents the fluctuations of the underlying physical processes, as well as unbiased counting errors. The joint dating uncertainties for all depths can then be described by a multivariate Gaussian process from which the chronology (such as the GICC05) can be sampled. We show how the effect of a potential counting bias can be incorporated in our framework. Furthermore we present refined estimates of the occurrence times of Dansgaard–Oeschger events evidenced in Greenland ice cores together with a complete uncertainty quantification of these timings.

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言語: eng - 英語
 日付: 2022-06-202022-06-20
 出版の状態: Finally published
 ページ: 20
 出版情報: -
 目次: -
 査読: 査読あり
 識別子(DOI, ISBNなど): DOI: 10.5194/cp-18-1275-2022
MDB-ID: Entry suspended
PIKDOMAIN: RD4 - Complexity Science
Organisational keyword: FutureLab - Artificial Intelligence in the Anthropocene
OATYPE: Gold Open Access
 学位: -

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出版物 1

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出版物名: Climate of the Past
種別: 学術雑誌, SCI, Scopus, p3, oa
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出版社, 出版地: -
ページ: - 巻号: 18 (6) 通巻号: - 開始・終了ページ: 1275 - 1294 識別子(ISBN, ISSN, DOIなど): CoNE: https://publications.pik-potsdam.de/cone/journals/resource/journals78
Publisher: Copernicus