Cargando…

Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California

The costly interactions between humans and wildfires throughout California demonstrate the need to understand the relationships between them, especially in the face of a changing climate and expanding human communities. Although a number of statistical and process-based wildfire models exist for Cal...

Descripción completa

Detalles Bibliográficos
Autores principales: Mann, Michael L., Batllori, Enric, Moritz, Max A., Waller, Eric K., Berck, Peter, Flint, Alan L., Flint, Lorraine E., Dolfi, Emmalee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4849771/
https://www.ncbi.nlm.nih.gov/pubmed/27124597
http://dx.doi.org/10.1371/journal.pone.0153589
_version_ 1782429598138499072
author Mann, Michael L.
Batllori, Enric
Moritz, Max A.
Waller, Eric K.
Berck, Peter
Flint, Alan L.
Flint, Lorraine E.
Dolfi, Emmalee
author_facet Mann, Michael L.
Batllori, Enric
Moritz, Max A.
Waller, Eric K.
Berck, Peter
Flint, Alan L.
Flint, Lorraine E.
Dolfi, Emmalee
author_sort Mann, Michael L.
collection PubMed
description The costly interactions between humans and wildfires throughout California demonstrate the need to understand the relationships between them, especially in the face of a changing climate and expanding human communities. Although a number of statistical and process-based wildfire models exist for California, there is enormous uncertainty about the location and number of future fires, with previously published estimates of increases ranging from nine to fifty-three percent by the end of the century. Our goal is to assess the role of climate and anthropogenic influences on the state’s fire regimes from 1975 to 2050. We develop an empirical model that integrates estimates of biophysical indicators relevant to plant communities and anthropogenic influences at each forecast time step. Historically, we find that anthropogenic influences account for up to fifty percent of explanatory power in the model. We also find that the total area burned is likely to increase, with burned area expected to increase by 2.2 and 5.0 percent by 2050 under climatic bookends (PCM and GFDL climate models, respectively). Our two climate models show considerable agreement, but due to potential shifts in rainfall patterns, substantial uncertainty remains for the semiarid inland deserts and coastal areas of the south. Given the strength of human-related variables in some regions, however, it is clear that comprehensive projections of future fire activity should include both anthropogenic and biophysical influences. Previous findings of substantially increased numbers of fires and burned area for California may be tied to omitted variable bias from the exclusion of human influences. The omission of anthropogenic variables in our model would overstate the importance of climatic ones by at least 24%. As such, the failure to include anthropogenic effects in many models likely overstates the response of wildfire to climatic change.
format Online
Article
Text
id pubmed-4849771
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-48497712016-05-07 Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California Mann, Michael L. Batllori, Enric Moritz, Max A. Waller, Eric K. Berck, Peter Flint, Alan L. Flint, Lorraine E. Dolfi, Emmalee PLoS One Research Article The costly interactions between humans and wildfires throughout California demonstrate the need to understand the relationships between them, especially in the face of a changing climate and expanding human communities. Although a number of statistical and process-based wildfire models exist for California, there is enormous uncertainty about the location and number of future fires, with previously published estimates of increases ranging from nine to fifty-three percent by the end of the century. Our goal is to assess the role of climate and anthropogenic influences on the state’s fire regimes from 1975 to 2050. We develop an empirical model that integrates estimates of biophysical indicators relevant to plant communities and anthropogenic influences at each forecast time step. Historically, we find that anthropogenic influences account for up to fifty percent of explanatory power in the model. We also find that the total area burned is likely to increase, with burned area expected to increase by 2.2 and 5.0 percent by 2050 under climatic bookends (PCM and GFDL climate models, respectively). Our two climate models show considerable agreement, but due to potential shifts in rainfall patterns, substantial uncertainty remains for the semiarid inland deserts and coastal areas of the south. Given the strength of human-related variables in some regions, however, it is clear that comprehensive projections of future fire activity should include both anthropogenic and biophysical influences. Previous findings of substantially increased numbers of fires and burned area for California may be tied to omitted variable bias from the exclusion of human influences. The omission of anthropogenic variables in our model would overstate the importance of climatic ones by at least 24%. As such, the failure to include anthropogenic effects in many models likely overstates the response of wildfire to climatic change. Public Library of Science 2016-04-28 /pmc/articles/PMC4849771/ /pubmed/27124597 http://dx.doi.org/10.1371/journal.pone.0153589 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Mann, Michael L.
Batllori, Enric
Moritz, Max A.
Waller, Eric K.
Berck, Peter
Flint, Alan L.
Flint, Lorraine E.
Dolfi, Emmalee
Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California
title Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California
title_full Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California
title_fullStr Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California
title_full_unstemmed Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California
title_short Incorporating Anthropogenic Influences into Fire Probability Models: Effects of Human Activity and Climate Change on Fire Activity in California
title_sort incorporating anthropogenic influences into fire probability models: effects of human activity and climate change on fire activity in california
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4849771/
https://www.ncbi.nlm.nih.gov/pubmed/27124597
http://dx.doi.org/10.1371/journal.pone.0153589
work_keys_str_mv AT mannmichaell incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT batllorienric incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT moritzmaxa incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT wallererick incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT berckpeter incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT flintalanl incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT flintlorrainee incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia
AT dolfiemmalee incorporatinganthropogenicinfluencesintofireprobabilitymodelseffectsofhumanactivityandclimatechangeonfireactivityincalifornia