Complementary biomarker-based methods for characterising Arctic sea ice conditions: A case study comparison between multivariate analysis and the PIP25 index

被引:29
作者
Koseoglu, Denizcan [1 ]
Belt, Simon T. [1 ]
Smik, Lukas [1 ]
Yao, Haoyi [2 ]
Panieri, Giuliana [2 ]
Knies, Jochen [2 ,3 ]
机构
[1] Plymouth Univ, Sch Geog Earth & Environm Sci, Biogeochem Res Ctr, Plymouth PL4 8AA, Devon, England
[2] UiT Arctic Univ Norway, Dept Geosci, Ctr Arctic Gas Hydrate Environm & Climate, CAGE, N-9037 Tromso, Norway
[3] Geol Survey Norway, N-7491 Trondheim, Norway
关键词
Arctic; IP25; Sea ice; Biomarker; HBI; Classification tree; PIP25; REGIONAL GEOCHEMICAL DATA; SPRING BLOOM DEVELOPMENT; BARENTS SEA; FRAM STRAIT; PROXY IP25; SOURCE IDENTIFICATION; ORGANIC-MATTER; NORDIC SEAS; VARIABILITY; MARINE;
D O I
10.1016/j.gca.2017.11.001
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The discovery of IP25 as a qualitative biomarker proxy for Arctic sea ice and subsequent introduction of the so-called PIP25 index for semi-quantitative descriptions of sea ice conditions has significantly advanced our understanding of long-term paleo Arctic sea ice conditions over the past decade. We investigated the potential for classification tree (CT) models to provide a further approach to paleo Arctic sea ice reconstruction through analysis of a suite of highly branched isoprenoid (HBI) biomarkers in ca. 200 surface sediments from the Barents Sea. Four CT models constructed using different HBI assemblages revealed IP25 and an HBI triene as the most appropriate classifiers of sea ice conditions, achieving a >90% cross-validated classification rate. Additionally, lower model performance for locations in the Marginal Ice Zone (MIZ) highlighted difficulties in characterisation of this climatically-sensitive region. CT model classification and semi-quantitative PIP25-derived estimates of spring sea ice concentration (SpSIC) for four downcore records from the region were consistent, although agreement between proxy and satellite/observational records was weaker for a core from the west Svalbard margin, likely due to the highly variable sea ice conditions. The automatic selection of appropriate biomarkers for description of sea ice conditions, quantitative model assessment, and insensitivity to the c-factor used in the calculation of the PIP25 index are key attributes of the CT approach, and we provide an initial comparative assessment between these potentially complementary methods. The CT model should be capable of generating longer-term temporal shifts in sea ice conditions for the climatically sensitive Barents Sea. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:406 / 420
页数:15
相关论文
共 124 条
[1]  
Aitchison J., 1986, Monographs on Statistics and Applied Probability, DOI [10.1007/978-94-009-4109-0, DOI 10.1007/978-94-009-4109-0]
[2]   Stability and scalability in decision trees [J].
Aluja-Banet, T ;
Nafria, E .
COMPUTATIONAL STATISTICS, 2003, 18 (04) :505-520
[3]  
[Anonymous], THESIS
[4]   Quantifying the Influence of Atlantic Heat on Barents Sea Ice Variability and Retreat [J].
Arthun, M. ;
Eldevik, T. ;
Smedsrud, L. H. ;
Skagseth, O. ;
Ingvaldsen, R. B. .
JOURNAL OF CLIMATE, 2012, 25 (13) :4736-4743
[5]   Source identification and distribution reveals the potential of the geochemical Antarctic sea ice proxy IPSO25 [J].
Belt, S. T. ;
Smik, L. ;
Brown, A. ;
Kim, J. -H. ;
Rowland, S. J. ;
Allen, C. S. ;
Gal, J. -K. ;
Shin, K. -H. ;
Lee, J. I. ;
Taylor, K. W. R. .
NATURE COMMUNICATIONS, 2016, 7
[6]   A novel chemical fossil of palaeo sea ice:: IP25 [J].
Belt, Simon T. ;
Masse, Guillaume ;
Rowland, Steven J. ;
Poulin, Michel ;
Michel, Christine ;
LeBlanc, Bernard .
ORGANIC GEOCHEMISTRY, 2007, 38 (01) :16-27
[7]   Identification of C25 highly branched isoprenoid (HBI) alkenes in diatoms of the genus Rhizosolenia in polar and sub-polar marine phytoplankton [J].
Belt, Simon T. ;
Brown, Thomas A. ;
Smik, Lukas ;
Tatarek, Agnieszka ;
Wiktor, Jozef ;
Stowasser, Gabriele ;
Assmy, Philipp ;
Allen, Claire S. ;
Husum, Katrine .
ORGANIC GEOCHEMISTRY, 2017, 110 :65-72
[8]   Identification of paleo Arctic winter sea ice limits and the marginal ice zone: Optimised biomarker-based reconstructions of late Quaternary Arctic sea ice [J].
Belt, Simon T. ;
Cabedo-Sanz, Patricia ;
Smik, Lukas ;
Navarro-Rodriguez, Alba ;
Berben, Sarah M. P. ;
Knies, Jochen ;
Husum, Katrine .
EARTH AND PLANETARY SCIENCE LETTERS, 2015, 431 :127-139
[9]   Quantitative measurement of the sea ice diatom biomarker IP25 and sterols in Arctic sea ice and underlying sediments: Further considerations for palaeo sea ice reconstruction [J].
Belt, Simon T. ;
Brown, Thomas A. ;
Ringrose, Ashleigh E. ;
Cabedo-Sanz, Patricia ;
Mundy, Christopher J. ;
Gosselin, Michel ;
Poulin, Michel .
ORGANIC GEOCHEMISTRY, 2013, 62 :33-45
[10]   The Arctic sea ice biomarker IP25: a review of current understanding, recommendations for future research and applications in palaeo sea ice reconstructions [J].
Belt, Simon T. ;
Mueller, Juliane .
QUATERNARY SCIENCE REVIEWS, 2013, 79 :9-25