4.8 Article

Widespread regeneration failure in forests of Greater Yellowstone under scenarios of future climate and fire

Journal

GLOBAL CHANGE BIOLOGY
Volume 27, Issue 18, Pages 4339-4351

Publisher

WILEY
DOI: 10.1111/gcb.15726

Keywords

deep learning; forest resilience; future fire and climate regimes; Greater Yellowstone Ecosytem; regeneration failure; simulation modelling; SVD

Funding

  1. Joint Fire Science Program [16-3-01-4]
  2. University of Wisconsin Vilas Trust
  3. Columbia University's Center for Climate and Life
  4. NSF [AGS-1243204]

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Globally, changing climate and disturbance events are increasingly challenging the resilience of forest ecosystems. Regeneration failure can result from the interplay among disturbance changes, altered climate conditions, and functional traits. In the Greater Yellowstone Ecosystem, a substantial portion of forested area failed to regenerate, especially in areas where fires are not constrained by topography and in high-elevation forest types not adapted to fire.
Changing climate and disturbance regimes are increasingly challenging the resilience of forest ecosystems around the globe. A powerful indicator for the loss of resilience is regeneration failure, that is, the inability of the prevailing tree species to regenerate after disturbance. Regeneration failure can result from the interplay among disturbance changes (e.g., larger and more frequent fires), altered climate conditions (e.g., increased drought), and functional traits (e.g., method of seed dispersal). This complexity makes projections of regeneration failure challenging. Here we applied a novel simulation approach assimilating data-driven fire projections with vegetation responses from process modeling by means of deep neural networks. We (i) quantified the future probability of regeneration failure; (ii) identified spatial hotspots of regeneration failure; and (iii) assessed how current forest types differ in their ability to regenerate under future climate and fire. We focused on the Greater Yellowstone Ecosystem (2.9 x 10(6) ha of forest) in the Rocky Mountains of the USA, which has experienced large wildfires in the past and is expected to undergo drastic changes in climate and fire in the future. We simulated four climate scenarios until 2100 at a fine spatial grain (100 m). Both wildfire activity and unstocked forest area increased substantially throughout the 21st century in all simulated scenarios. By 2100, between 28% and 59% of the forested area failed to regenerate, indicating considerable loss of resilience. Areas disproportionally at risk occurred where fires are not constrained by topography and in valleys aligned with predominant winds. High-elevation forest types not adapted to fire (i.e., Picea engelmannii-Abies lasiocarpa as well as non-serotinous Pinus contorta var. latifolia forests) were especially vulnerable to regeneration failure. We conclude that changing climate and fire could exceed the resilience of forests in a substantial portion of Greater Yellowstone, with profound implications for carbon, biodiversity, and recreation.

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