A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation

In this study we combined an extensive database of observed wildfires with high-resolution meteorological data to build a novel spatially and temporally varying survival model to analyze fire regimes in the Mediterranean ecosystem in the Cape Floristic Region (CFR) of South Africa during the period...

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Main Authors: Wilson, Adam M., Latimer, Andrew M., Silander, John A., Gelfand, Alan E., de Klerk, Helen
Format: Article in Journal/Newspaper
Language:unknown
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S0304380009006371
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spelling ftrepec:oai:RePEc:eee:ecomod:v:221:y:2010:i:1:p:106-112 2024-04-14T08:03:02+00:00 A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation Wilson, Adam M. Latimer, Andrew M. Silander, John A. Gelfand, Alan E. de Klerk, Helen http://www.sciencedirect.com/science/article/pii/S0304380009006371 unknown http://www.sciencedirect.com/science/article/pii/S0304380009006371 article ftrepec 2024-03-19T10:30:03Z In this study we combined an extensive database of observed wildfires with high-resolution meteorological data to build a novel spatially and temporally varying survival model to analyze fire regimes in the Mediterranean ecosystem in the Cape Floristic Region (CFR) of South Africa during the period 1980–2000. The model revealed an important influence of seasonally anomalous weather on fire probability, with increased probability of fire in seasons that are warmer and drier than average. In addition to these local-scale influences, the Antarctic Ocean Oscillation (AAO) was identified as an important large-scale influence or teleconnection to global circulation patterns. Fire probability increased in seasons during positive AAO phases, when the subtropical jet moves northward and low level moisture transport decreases. These results confirm that fire occurrence in the CFR is strongly affected by climatic variability at both local and global scales, and thus likely to respond sensitively to future climate change. Comparison of the modelled fire probability between two periods (1951–1975 and 1976–2000) revealed a 4-year decrease in an average fire return time. If, as currently forecasted, climate change in the region continues to produce higher temperatures, more frequent heat waves, and/or lower rainfall, our model thus indicates that fire frequency is likely to increase substantially. The regional implications of shorter fire return times include shifting community structure and composition, favoring species that tolerate more frequent fires. Fire regime; Cape Floristic Region; Mediterranean; Fynbos; Climate change; Hierarchical Bayesian; Article in Journal/Newspaper Antarc* Antarctic Antarctic Ocean RePEc (Research Papers in Economics) Antarctic Antarctic Ocean The Antarctic
institution Open Polar
collection RePEc (Research Papers in Economics)
op_collection_id ftrepec
language unknown
description In this study we combined an extensive database of observed wildfires with high-resolution meteorological data to build a novel spatially and temporally varying survival model to analyze fire regimes in the Mediterranean ecosystem in the Cape Floristic Region (CFR) of South Africa during the period 1980–2000. The model revealed an important influence of seasonally anomalous weather on fire probability, with increased probability of fire in seasons that are warmer and drier than average. In addition to these local-scale influences, the Antarctic Ocean Oscillation (AAO) was identified as an important large-scale influence or teleconnection to global circulation patterns. Fire probability increased in seasons during positive AAO phases, when the subtropical jet moves northward and low level moisture transport decreases. These results confirm that fire occurrence in the CFR is strongly affected by climatic variability at both local and global scales, and thus likely to respond sensitively to future climate change. Comparison of the modelled fire probability between two periods (1951–1975 and 1976–2000) revealed a 4-year decrease in an average fire return time. If, as currently forecasted, climate change in the region continues to produce higher temperatures, more frequent heat waves, and/or lower rainfall, our model thus indicates that fire frequency is likely to increase substantially. The regional implications of shorter fire return times include shifting community structure and composition, favoring species that tolerate more frequent fires. Fire regime; Cape Floristic Region; Mediterranean; Fynbos; Climate change; Hierarchical Bayesian;
format Article in Journal/Newspaper
author Wilson, Adam M.
Latimer, Andrew M.
Silander, John A.
Gelfand, Alan E.
de Klerk, Helen
spellingShingle Wilson, Adam M.
Latimer, Andrew M.
Silander, John A.
Gelfand, Alan E.
de Klerk, Helen
A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation
author_facet Wilson, Adam M.
Latimer, Andrew M.
Silander, John A.
Gelfand, Alan E.
de Klerk, Helen
author_sort Wilson, Adam M.
title A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation
title_short A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation
title_full A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation
title_fullStr A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation
title_full_unstemmed A Hierarchical Bayesian model of wildfire in a Mediterranean biodiversity hotspot: Implications of weather variability and global circulation
title_sort hierarchical bayesian model of wildfire in a mediterranean biodiversity hotspot: implications of weather variability and global circulation
url http://www.sciencedirect.com/science/article/pii/S0304380009006371
geographic Antarctic
Antarctic Ocean
The Antarctic
geographic_facet Antarctic
Antarctic Ocean
The Antarctic
genre Antarc*
Antarctic
Antarctic Ocean
genre_facet Antarc*
Antarctic
Antarctic Ocean
op_relation http://www.sciencedirect.com/science/article/pii/S0304380009006371
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