Tree mortality in western U.S. forests forecasted using forest inventory and Random Forest classification

Autor: Brandon E. McNellis, Alistair M. S. Smith, Andrew T. Hudak, Eva K. Strand
Jazyk: angličtina
Rok vydání: 2021
Předmět:
Zdroj: Ecosphere, Vol 12, Iss 3, Pp n/a-n/a (2021)
Druh dokumentu: article
ISSN: 2150-8925
DOI: 10.1002/ecs2.3419
Popis: Abstract Climate change is projected to significantly affect the vulnerability of forests across the western United States to wildfires, insects, disease, and droughts. Here, we provide recent mortality estimates for large trees for 53 species across 48 ecological sections using an analysis of 23,215 Forest Inventory plots and a Random Forest classification model. Models were also used to predict mortality in future FIA inventories under the RCP 4.5 emissions scenario. Model performance indicated species identity as the most important predictor of mortality under both current and future scenarios, with contributions from climate and soil variables. Our results show relatively high levels of recent mortality in the Middle and Southern Rocky Mountains driven by high mortality in Populus tremuloides, Pinus contorta, Pinus albicaulis, and Abies lasiocarpa. Low levels of mortality were observed in several species, with
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