An alternative approach to transfer functions? Testing the performance of a functional trait-based model for testate amoebae

被引:29
作者
van Bellen, Simon [1 ]
Mauquoy, Dmitri [1 ]
Payne, Richard J. [2 ]
Roland, Thomas P. [3 ,8 ]
Hughes, Paul D. M. [3 ]
Daley, Tim J. [4 ]
Loader, Neil J. [5 ]
Street-Perrott, F. Alayne [5 ]
Rice, Emma M. [6 ]
Pancotto, Veronica A. [7 ]
机构
[1] Univ Aberdeen, Sch Geosci, Aberdeen AB9 1FX, Scotland
[2] Univ York, Dept Environm, York YO10 5DD, N Yorkshire, England
[3] Univ Southampton, Geog & Environm, Southampton SO9 5NH, Hants, England
[4] Univ Plymouth, Sustainable Earth Inst, Plymouth PL4 8AA, Devon, England
[5] Swansea Univ, Coll Sci, Dept Geog, Swansea, W Glam, Wales
[6] Univ Plymouth, Sch Geog, Plymouth PL4 8AA, Devon, England
[7] CADIC CONICET, Ushuaia, Argentina
[8] Univ Exeter, Geog, Coll Life & Environm Sci, Exeter EX4 4QJ, Devon, England
基金
英国自然环境研究理事会;
关键词
Ombrotrophic; Validation; Patagonia; Holocene; Sphagnum; Peatland; TIERRA-DEL-FUEGO; TABLE DEPTH; PALEOHYDROLOGICAL RECONSTRUCTION; OMBROTROPHIC PEATLANDS; CARBON ACCUMULATION; SPHAGNUM PEATLANDS; SURFACE WETNESS; SPECIES TRAITS; CLIMATE; COMMUNITIES;
D O I
10.1016/j.palaeo.2016.12.005
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Transfer functions are now widely available to infer past environmental conditions from biotic assemblages. Existing transfer functions are based on species assemblages but an alternative is to characterize assemblages based on functional traits, characteristics of the organism which determine its fitness and performance. Here, we test the potential of trait-based transfer functions using testate amoeba functional traits to reconstruct peatland water-table depths. A total of seven functional traits with linkages to peat moisture content were identified and quantified as community weighted-means for each of 43 taxa in a training set from Tierra del Fuego, South America. Transfer functions based on (multiple) linear regression and partial least-squares were produced, validated using cross validation and an independent test set, and applied to three core records. Trait-based models performed remarkably well. Model performance based on cross-validation and an independent test set was only marginally weaker than for models based on species and reconstructed down-core trends were extremely similar. Trait-based models offer considerable potential for paleoecological reconstruction particularly in no-analogue situations, where no species transfer function is available and for inexperienced analysts. The approach deserves further validation and testing for both testate amoebae and other groups of microfossils. (C) 2016 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:173 / 183
页数:11
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