Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method

We present a modern analog technique (CoDaMAT) based on compositional data analysis (Aitchison, 2003). In order to reconstruct palaeoenvironmental parameters, CoDaMAT adopts the Aitchison distance (Aitchison, 2000; 2003), obtained from relative abundances expressed in log-ratios (logarithm of ratios...

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Published in:Rendiconti Online della Società Geologica Italiana
Main Authors: DI DONATO, VALENTINO, Martín Fernández, J. A., Cardines, C., Comas Cufí, M.
Other Authors: D. Calcaterra, S. Mazzoli, F.M. Petti, B. Carmina & A. Zucc, DI DONATO, Valentino
Format: Conference Object
Language:English
Published: Società Geologica Italiana 2016
Subjects:
Online Access:http://hdl.handle.net/11588/670392
https://doi.org/10.3301/ROL.2016.79
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spelling ftunivnapoliiris:oai:www.iris.unina.it:11588/670392 2024-01-28T10:06:08+01:00 Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method DI DONATO, VALENTINO Martín Fernández, J. A. Cardines, C. Comas Cufí, M. D. Calcaterra, S. Mazzoli, F.M. Petti, B. Carmina & A. Zucc DI DONATO, Valentino Martín Fernández, J. A. Cardines, C. Comas Cufí, M. 2016 http://hdl.handle.net/11588/670392 https://doi.org/10.3301/ROL.2016.79 eng eng Società Geologica Italiana ispartofbook:Geosciences on a changing planet: learning from the past, exploring the future 88° Congresso della Società Geologica Italiana volume:40 issue:1 firstpage:320 lastpage:320 numberofpages:1 journal:RENDICONTI ONLINE DELLA SOCIETÀ GEOLOGICA ITALIANA alleditors:D. Calcaterra, S. Mazzoli, F.M. Petti, B. Carmina & A. Zucc http://hdl.handle.net/11588/670392 doi:10.3301/ROL.2016.79 info:eu-repo/semantics/conferenceObject 2016 ftunivnapoliiris https://doi.org/10.3301/ROL.2016.79 2024-01-02T23:50:32Z We present a modern analog technique (CoDaMAT) based on compositional data analysis (Aitchison, 2003). In order to reconstruct palaeoenvironmental parameters, CoDaMAT adopts the Aitchison distance (Aitchison, 2000; 2003), obtained from relative abundances expressed in log-ratios (logarithm of ratios), as a “natural” measure of similarity between modern and fossil assemblages. The number of modern analogs from which obtain the palaeoestimates was determined through cross-validation techniques taking modern assemblages as the training data set. Atypicality index was considered to detect past no-analog conditions. The average of distances and expected maximum estimate errors were taken into account to evaluate the quality of palaeoestimates. The method has been tested on Mediterranean and Atlantic planktonic foraminiferal assemblages to reconstruct past sea surface temperatures (SST). Due to the peculiar oceanographical asset of the Mediterranean, no-analog conditions may represent an important problem in attempting the reconstruction of glacial SST. Keeping in mind these limitations, we obtained for the Tyrrhenian sea, at 15 ka BP (during the Greenland stadial GS2-a), summer and winter SST estimates respectively 12°C and 6°C lower than present. These are the lowest values reached during the last 34 ka. In the coldest interval of the Greenland stadial GS1 (Younger Dryas), reconstructed summer and winter SST were respectively 11°C and 5°C lower than present. In comparison with previous foraminiferal based reconstructions (de Abreu et al., 2003), the CoDaMAT palaeoestimates of Atlantic ocean surface temperatures for the last 200 ka show a stronger coherence with the alkenones and stable isotope record (Pailler and Bard, 2002). Conference Object Greenland IRIS Università degli Studi di Napoli Federico II Greenland Rendiconti Online della Società Geologica Italiana 40
institution Open Polar
collection IRIS Università degli Studi di Napoli Federico II
op_collection_id ftunivnapoliiris
language English
description We present a modern analog technique (CoDaMAT) based on compositional data analysis (Aitchison, 2003). In order to reconstruct palaeoenvironmental parameters, CoDaMAT adopts the Aitchison distance (Aitchison, 2000; 2003), obtained from relative abundances expressed in log-ratios (logarithm of ratios), as a “natural” measure of similarity between modern and fossil assemblages. The number of modern analogs from which obtain the palaeoestimates was determined through cross-validation techniques taking modern assemblages as the training data set. Atypicality index was considered to detect past no-analog conditions. The average of distances and expected maximum estimate errors were taken into account to evaluate the quality of palaeoestimates. The method has been tested on Mediterranean and Atlantic planktonic foraminiferal assemblages to reconstruct past sea surface temperatures (SST). Due to the peculiar oceanographical asset of the Mediterranean, no-analog conditions may represent an important problem in attempting the reconstruction of glacial SST. Keeping in mind these limitations, we obtained for the Tyrrhenian sea, at 15 ka BP (during the Greenland stadial GS2-a), summer and winter SST estimates respectively 12°C and 6°C lower than present. These are the lowest values reached during the last 34 ka. In the coldest interval of the Greenland stadial GS1 (Younger Dryas), reconstructed summer and winter SST were respectively 11°C and 5°C lower than present. In comparison with previous foraminiferal based reconstructions (de Abreu et al., 2003), the CoDaMAT palaeoestimates of Atlantic ocean surface temperatures for the last 200 ka show a stronger coherence with the alkenones and stable isotope record (Pailler and Bard, 2002).
author2 D. Calcaterra, S. Mazzoli, F.M. Petti, B. Carmina & A. Zucc
DI DONATO, Valentino
Martín Fernández, J. A.
Cardines, C.
Comas Cufí, M.
format Conference Object
author DI DONATO, VALENTINO
Martín Fernández, J. A.
Cardines, C.
Comas Cufí, M.
spellingShingle DI DONATO, VALENTINO
Martín Fernández, J. A.
Cardines, C.
Comas Cufí, M.
Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method
author_facet DI DONATO, VALENTINO
Martín Fernández, J. A.
Cardines, C.
Comas Cufí, M.
author_sort DI DONATO, VALENTINO
title Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method
title_short Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method
title_full Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method
title_fullStr Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method
title_full_unstemmed Palaeoenvironmental reconstructions through compositional data analysis: the CoDaMAT method
title_sort palaeoenvironmental reconstructions through compositional data analysis: the codamat method
publisher Società Geologica Italiana
publishDate 2016
url http://hdl.handle.net/11588/670392
https://doi.org/10.3301/ROL.2016.79
geographic Greenland
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op_relation ispartofbook:Geosciences on a changing planet: learning from the past, exploring the future
88° Congresso della Società Geologica Italiana
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issue:1
firstpage:320
lastpage:320
numberofpages:1
journal:RENDICONTI ONLINE DELLA SOCIETÀ GEOLOGICA ITALIANA
alleditors:D. Calcaterra, S. Mazzoli, F.M. Petti, B. Carmina & A. Zucc
http://hdl.handle.net/11588/670392
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