Life History Traits and Niche Instability Impact Accuracy and Temporal Transferability for Historically Calibrated Distribution Models of North American Birds

作者: Guinevere O. U. Wogan

DOI: 10.1371/JOURNAL.PONE.0151024

关键词: EcologyHabitatLife history theoryRange (biology)GeographySample (statistics)NicheGeneralized linear modelEconometricsDistribution (economics)Climate changeGeneral Biochemistry, Genetics and Molecular BiologyGeneral Agricultural and Biological SciencesGeneral Medicine

摘要: A primary assumption of environmental niche models (ENMs) is that are both accurate and transferable across geography or time; however, recent work has shown may be but not highly transferable. While some this due to modeling technique, individual species ecologies also underlie phenomenon. Life history traits certainly influence the accuracy predictive ENMs, their impact on model transferability less understood. This study investigated how life ENMs using historically calibrated for birds. In I used historical occurrence climate data (1950-1990s) build a sample birds, then projected them forward ‘future’ (1960-1990s). The were validated against generated from at time. Internal external validation metrics, as well metrics assessing transferability, Generalized Linear Models identify significant predictors transferability. found ability differs with regard characteristics such range, migration, habitat, rarity versus commonness affects predicted stability overlap hence models. Projected high scores, still sometimes suffered over- under- ranges. influenced while aspects geographic range mechanisms underlying

参考文章(81)
Robert Muscarella, Peter J Galante, Mariano Soley‐Guardia, Robert A Boria, Jamie M Kass, María Uriarte, Robert P Anderson, None, ENMeval: An R package for conducting spatially independent evaluations and estimating optimal model complexity for Maxent ecological niche models Methods in Ecology and Evolution. ,vol. 5, pp. 1198- 1205 ,(2014) , 10.1111/2041-210X.12261
A. Townsend Peterson, Monica Papeş, Muir Eaton, Transferability and model evaluation in ecological niche modeling: a comparison of GARP and Maxent Ecography. ,vol. 30, pp. 550- 560 ,(2007) , 10.1111/J.0906-7590.2007.05102.X
Jogeir N. Stokland, Rune Halvorsen, Bente Støa, Species distribution modelling—Effect of design and sample size of pseudo-absence observations Ecological Modelling. ,vol. 222, pp. 1800- 1809 ,(2011) , 10.1016/J.ECOLMODEL.2011.02.025
Tobias Kuemmerle, Kajetan Perzanowski, Oleh Chaskovskyy, Katarzyna Ostapowicz, Lubos Halada, Andriy-Taras Bashta, Ivan Kruhlov, Patrick Hostert, Donald M. Waller, Volker C. Radeloff, European Bison habitat in the Carpathian Mountains Biological Conservation. ,vol. 143, pp. 908- 916 ,(2010) , 10.1016/J.BIOCON.2009.12.038
David R.B Stockwell, A.Townsend Peterson, Effects of sample size on accuracy of species distribution models Ecological Modelling. ,vol. 148, pp. 1- 13 ,(2002) , 10.1016/S0304-3800(01)00388-X
J. A. Wiens, D. Stralberg, D. Jongsomjit, C. A. Howell, M. A. Snyder, Niches, models, and climate change: Assessing the assumptions and uncertainties Proceedings of the National Academy of Sciences of the United States of America. ,vol. 106, pp. 19729- 19736 ,(2009) , 10.1073/PNAS.0901639106
M. Dynesius, R. Jansson, Evolutionary consequences of changes in species' geographical distributions driven by Milankovitch climate oscillations Proceedings of the National Academy of Sciences of the United States of America. ,vol. 97, pp. 9115- 9120 ,(2000) , 10.1073/PNAS.97.16.9115
Risto K. Heikkinen, Miska Luoto, Miguel B. Araújo, Raimo Virkkala, Wilfried Thuiller, Martin T. Sykes, Methods and uncertainties in bioclimatic envelope modelling under climate change Progress in Physical Geography. ,vol. 30, pp. 751- 777 ,(2006) , 10.1177/0309133306071957