New Phytologist · 2021 · 58 citations · 71 references
Life SciencesEarth SciencesForestryPlant EcologyPlant EvolutionTerrestrial EcologyForest GeographyPlant-soil InteractionsSoil CompositionSoil GeochemistryAtmospheric DepositionConvolutional Neural NetworksDynamic Vegetation ModelingElemental Ratios In BiomassFoliar CoverGeneralized Linear Mixed ModelsLinear Mixed ModelsSoil Nitrogen Spatial Variability
Summary Consistent information on the current elemental composition of vegetation at global scale and the variables that determine it is lacking. To fill this gap, we gathered a total of 30 912 georeferenced records on woody plants foliar concentrations of nitrogen (N), phosphorus (P) and potassium (K) from published databases, and produced global maps of foliar N, P and K concentrations for woody plants using neural networks at a resolution of 1 km 2 . We used data for climate, atmospheric deposition, soil and morphoclimatic groups to train the neural networks. Foliar N, P and K do not follow clear global latitudinal patterns but are consistent with the hypothesis of soil substrate age. We additionally built generalized linear mixed models to investigate the evolutionary history effect together with the effects of environmental effects. In this comparison, evolutionary history effects explained most of the variability in all cases (mostly > 60%). These results emphasize the determinant role of evolutionary history in foliar elemental composition, which should be incorporated in upcoming dynamic global vegetation models.
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Terrestrial Ecoregions of the World: A New Map of Life on Earth
David M. Olson, Eric Dinerstein, Eric Wikramanayake et al. · BioScience · 2001 · 8.4K citations · Full text
Natural Sciences, Ecology, Geography +14
Simple Features for R: Standardized Support for Spatial Vector Data
Edzer Pebesma · The R Journal · 2018 · 4.6K citations · Full text