Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean

Here we present an improvement of paleotemperature reconstructions for the Southern Ocean by combining new diatom data from the Pacific sector with published Atlantic and Indian sector reference data. The statistical analysis of 336 surface sediment samples recovered from a wide area of Southern Oce...

Full description

Bibliographic Details
Published in:Palaeogeography, Palaeoclimatology, Palaeoecology
Main Authors: Esper, Oliver, Gersonde, Rainer
Format: Article in Journal/Newspaper
Language:unknown
Published: ELSEVIER SCIENCE BV 2014
Subjects:
Online Access:https://epic.awi.de/id/eprint/36190/
https://hdl.handle.net/10013/epic.44061
id ftawi:oai:epic.awi.de:36190
record_format openpolar
spelling ftawi:oai:epic.awi.de:36190 2023-05-15T18:24:58+02:00 Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean Esper, Oliver Gersonde, Rainer 2014-11-15 https://epic.awi.de/id/eprint/36190/ https://hdl.handle.net/10013/epic.44061 unknown ELSEVIER SCIENCE BV Esper, O. orcid:0000-0002-4342-3471 and Gersonde, R. (2014) Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean , Palaeogeography Palaeoclimatology Palaeoecology, 414 , pp. 1-19 . doi:10.1016/j.palaeo.2014.08.008 <https://doi.org/10.1016/j.palaeo.2014.08.008> , hdl:10013/epic.44061 info:eu-repo/semantics/openAccess EPIC3Palaeogeography Palaeoclimatology Palaeoecology, ELSEVIER SCIENCE BV, 414, pp. 1-19, ISSN: 0031-0182 Article isiRev info:eu-repo/semantics/article 2014 ftawi https://doi.org/10.1016/j.palaeo.2014.08.008 2021-12-24T15:39:49Z Here we present an improvement of paleotemperature reconstructions for the Southern Ocean by combining new diatom data from the Pacific sector with published Atlantic and Indian sector reference data. The statistical analysis of 336 surface sediment samples recovered from a wide area of Southern Ocean environments defines a supra-regional reference data set for quantitative summer sea surface temperature (SSST) estimations. In situ temperature measurements covering the time span from approx. 1900 to 1991 were used as reference instead of more recent time series of satellite-derived data, possibly biased by ocean warming. Different transfer function (TF) models for the Imbrie and Kipp Method (IKM), the Modern Analog Technique (MAT), Weighted Averaging (WA), and Weighted Averaging Partial Least Squares (WAPLS) were tested. Best performance for IKM was obtained using the D336 set with 29 diatom taxa and three factors, resulting in root mean square error of prediction (RMSEP) of 0.833°C for SSST. MAT estimates were best with six analogs resulting in the lowest RMSEP of 0.812°C. WAPLS applied to D336 resulted in a RMSEP of 0.782°C. WA performed less well, expressed by a RMSEP of 0.974°C. Furthermore, two subsets for the Atlantic (D151) and the Pacific sectors (D107) were applied with IKM to test for the advantages of localized TFs. IKM-D151 and IKM-D107 performed comparably good as IKM-D336, with RMSEP of 0.71°C and 0.68°C, respectively. Application of the augmented reference data sets on two Pleistocene sediment records from the Atlantic (PS1768-8) and Pacific (PS58/271-1) sectors led to the best performance of IKM with D336, expressed by high overall communalities (>0.75) and fewer (PS1768-8) to no (PS58/271-1) no-analogs, compared to the regional data sets, proving IKM-D336 to deal better with higher assemblage variability. SSST estimates for both cores exhibit similar glacial/interglacial patterns for all four applied D336-based TF methods, with the best concordance between IKM and WAPLS. Article in Journal/Newspaper Southern Ocean Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center) Indian Pacific Southern Ocean Palaeogeography, Palaeoclimatology, Palaeoecology 414 1 19
institution Open Polar
collection Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
op_collection_id ftawi
language unknown
description Here we present an improvement of paleotemperature reconstructions for the Southern Ocean by combining new diatom data from the Pacific sector with published Atlantic and Indian sector reference data. The statistical analysis of 336 surface sediment samples recovered from a wide area of Southern Ocean environments defines a supra-regional reference data set for quantitative summer sea surface temperature (SSST) estimations. In situ temperature measurements covering the time span from approx. 1900 to 1991 were used as reference instead of more recent time series of satellite-derived data, possibly biased by ocean warming. Different transfer function (TF) models for the Imbrie and Kipp Method (IKM), the Modern Analog Technique (MAT), Weighted Averaging (WA), and Weighted Averaging Partial Least Squares (WAPLS) were tested. Best performance for IKM was obtained using the D336 set with 29 diatom taxa and three factors, resulting in root mean square error of prediction (RMSEP) of 0.833°C for SSST. MAT estimates were best with six analogs resulting in the lowest RMSEP of 0.812°C. WAPLS applied to D336 resulted in a RMSEP of 0.782°C. WA performed less well, expressed by a RMSEP of 0.974°C. Furthermore, two subsets for the Atlantic (D151) and the Pacific sectors (D107) were applied with IKM to test for the advantages of localized TFs. IKM-D151 and IKM-D107 performed comparably good as IKM-D336, with RMSEP of 0.71°C and 0.68°C, respectively. Application of the augmented reference data sets on two Pleistocene sediment records from the Atlantic (PS1768-8) and Pacific (PS58/271-1) sectors led to the best performance of IKM with D336, expressed by high overall communalities (>0.75) and fewer (PS1768-8) to no (PS58/271-1) no-analogs, compared to the regional data sets, proving IKM-D336 to deal better with higher assemblage variability. SSST estimates for both cores exhibit similar glacial/interglacial patterns for all four applied D336-based TF methods, with the best concordance between IKM and WAPLS.
format Article in Journal/Newspaper
author Esper, Oliver
Gersonde, Rainer
spellingShingle Esper, Oliver
Gersonde, Rainer
Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean
author_facet Esper, Oliver
Gersonde, Rainer
author_sort Esper, Oliver
title Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean
title_short Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean
title_full Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean
title_fullStr Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean
title_full_unstemmed Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean
title_sort quaternary surface water temperature estimations: new diatom transfer functions for the southern ocean
publisher ELSEVIER SCIENCE BV
publishDate 2014
url https://epic.awi.de/id/eprint/36190/
https://hdl.handle.net/10013/epic.44061
geographic Indian
Pacific
Southern Ocean
geographic_facet Indian
Pacific
Southern Ocean
genre Southern Ocean
genre_facet Southern Ocean
op_source EPIC3Palaeogeography Palaeoclimatology Palaeoecology, ELSEVIER SCIENCE BV, 414, pp. 1-19, ISSN: 0031-0182
op_relation Esper, O. orcid:0000-0002-4342-3471 and Gersonde, R. (2014) Quaternary surface water temperature estimations: New diatom transfer functions for the Southern Ocean , Palaeogeography Palaeoclimatology Palaeoecology, 414 , pp. 1-19 . doi:10.1016/j.palaeo.2014.08.008 <https://doi.org/10.1016/j.palaeo.2014.08.008> , hdl:10013/epic.44061
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1016/j.palaeo.2014.08.008
container_title Palaeogeography, Palaeoclimatology, Palaeoecology
container_volume 414
container_start_page 1
op_container_end_page 19
_version_ 1766206056561639424