Global wildfire;
Burned area;
Anthropogenic change;
Climate change;
Regression trees;
Random forest method;
FIRE REGIMES;
FOREST-FIRES;
LAND-USE;
AREA;
MANAGEMENT;
PATTERNS;
CLASSIFICATION;
VARIABILITY;
INDONESIA;
WEATHER;
D O I:
10.1016/j.scitotenv.2011.05.032
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Identifying and quantifying the statistical relationships between climate and anthropogenic drivers of fire is important for global biophysical modelling of wildfire and other Earth system processes. This study used regression tree and random forest analysis on global data for various climatic and human variables to establish their relative importance. The main interactions found at the global scale also apply regionally: greatest wildfire burned area is associated with high temperature (>28 degrees C), intermediate annual rainfall (350-1100 mm), and prolonged dry periods (which varies by region). However, the regions of highest fire incidence do not show clear and systematic behaviour. Thresholds seen in the regression tree split conditions vary, as do the interplay between climatic and anthropogenic variables, so challenges remain in developing robust predictive insight for the most wildfire-threatened regions. Anthropogenic activities alter the spatial extent of wildfires. Gross domestic product (GDP) density is the most important human predictor variable at the regional scale, and burned area is always greater when GDP density is minimised. South America is identified as a region of concern, as anthropogenic factors (notably land conversions) outweigh climatic drivers of wildfire burned area. (C) 2011 Elsevier B.V. All rights reserved.
机构:
Columbia Univ, Dept Appl Phys & Appl Math, New York, NY USA
NASA, Goddard Inst Space Studies, New York, NY 10025 USATech Univ Crete, Sch Chem & Environm Engn, Khania, Greece
机构:
Shanghai Univ, Asian Demog Res Inst, Shanghai 200041, Peoples R China
Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USALund Univ, Phys Geog & Ecosyst Anal, Solvegatan 12, S-22362 Lund, Sweden
机构:
Stockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Stockholm Univ, Dept Ecol Environm & Plant Sci, SE-10691 Stockholm, SwedenStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Niiranen, Susa
Yletyinen, Johanna
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机构:
Stockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Univ Oslo, Dept Biol, Nord Ctr Res Marine Ecosyst & Resources Climate C, NO-0316 Oslo, NorwayStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Yletyinen, Johanna
Tomczak, Maciej T.
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机构:
Stockholm Univ, Balt Sea Ctr, SE-10691 Stockholm, SwedenStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Tomczak, Maciej T.
Blenckner, Thorsten
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机构:
Stockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, SwedenStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Blenckner, Thorsten
Hjerne, Olle
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机构:
Stockholm Univ, Dept Ecol Environm & Plant Sci, SE-10691 Stockholm, SwedenStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Hjerne, Olle
MacKenzie, Brian R.
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机构:
Tech Univ Denmark DTU Aqua, Sect Ocean Ecol & Climate, Ctr Macroecol Evolut & Climate, Natl Inst Aquat Resources, DK-2920 Charlottenlund, DenmarkStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
MacKenzie, Brian R.
Muller-Karulis, Barbel
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Stockholm Univ, Balt Sea Ctr, SE-10691 Stockholm, SwedenStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
Muller-Karulis, Barbel
Neumann, Thomas
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机构:
Leibniz Inst Balt Sea Res Warnemunde, D-18119 Rostock, GermanyStockholm Univ, Stockholm Resilience Ctr, SE-10691 Stockholm, Sweden
机构:
Inforest CTFC CREAF, Carretera St Llorenc de Morunys Km 2, Solsona 25280, SpainInforest CTFC CREAF, Carretera St Llorenc de Morunys Km 2, Solsona 25280, Spain
Duane, Andrea
Castellnou, Marc
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机构:
Catalan Fire & Rescue Serv, GRAF Div, Carretera Univ Autonoma S-N, Cerdanyola Del Valles 08290, SpainInforest CTFC CREAF, Carretera St Llorenc de Morunys Km 2, Solsona 25280, Spain
Castellnou, Marc
Brotons, Lluis
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Inforest CTFC CREAF, Carretera St Llorenc de Morunys Km 2, Solsona 25280, Spain
CSIC, Cerdanyola Del Valles, SpainInforest CTFC CREAF, Carretera St Llorenc de Morunys Km 2, Solsona 25280, Spain