Journal of Geophysical Research Atmospheres · 2007 · 11 citations · 35 references
Life SciencesEarth SciencesEcologyClimatologyPlant EcologyTerrestrial EcologyForest CoverPlant Community EcologyRegional ClimatologyTropical EcologyTropical Forest EcologyVegetation Cover AssessmentClimate-vegetation InteractionsCluster BoundariesEcosystem DynamicsPlant Functional Type ClassificationPlant Functional TypesTerrestrial Ecosystem DynamicsVegetation Type ClassificationVegetation-climate Interactions
A simple integrated algorithm was developed to relate global climatology to distributions of tree plant functional types (PFT). Multivariate cluster analysis was performed to analyze the statistical homogeneity of the climate space occupied by individual tree PFTs. Forested regions identified from the satellite‐based GLC2000 classification were separated into tropical, temperate, and boreal sub‐PFTs for use in the Canadian Terrestrial Ecosystem Model (CTEM). Global data sets of monthly minimum temperature, growing degree days, an index of climatic moisture, and estimated PFT cover fractions were then used as variables in the cluster analysis. The statistical results for individual PFT clusters were found consistent with other global‐scale classifications of dominant vegetation. As an improvement of the quantification of the climatic limitations on PFT distributions, the results also demonstrated overlapping of PFT cluster boundaries that reflected vegetation transitions, for example, between tropical and temperate biomes. The resulting global database should provide a better basis for simulating the interaction of climate change and terrestrial ecosystem dynamics using global vegetation models.
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A dendrite method for cluster analysis
T. Calinski, J. Harabasz · Communications in Statistics · 1974 · 6.7K citations
FCM: The fuzzy c-means clustering algorithm
James C. Bezdek, Robert Ehrlich, William E. Full · Computers & Geosciences · 1984 · 6.6K citations
Monteith Jl · PubMed · 1965 · 4.6K citations