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The Relationship between Particulate Pollution Levels in Australian Cities, Meteorology, and Landscape Fire Activity Detected from MODIS Hotspots
- Source :
- PLoS ONE, PLoS ONE, Vol 7, Iss 10, p e47327 (2012)
- Publication Year :
- 2012
- Publisher :
- Public Library of Science, 2012.
-
Abstract
- Smoke from bushfires is an emerging issue for fire managers because of increasing evidence for its public health effects. Development of forecasting models to predict future pollution levels based on the relationship between bushfire activity and current pollution levels would be a useful management tool. As a first step, we use daily thermal anomalies detected by the MODIS Active Fire Product (referred to as “hotspots”), pollution concentrations, and meteorological data for the years 2002 to 2008, to examine the statistical relationship between fire activity in the landscapes and pollution levels around Perth and Sydney, two large Australian cities. Resultant models were statistically significant, but differed in their goodness of fit and the distance at which the strength of the relationship was strongest. For Sydney, a univariate model for hotspot activity within 100 km explained 24% of variation in pollution levels, and the best model including atmospheric variables explained 56% of variation. For Perth, the best radius was 400 km, explaining only 7% of variation, while the model including atmospheric variables explained 31% of the variation. Pollution was higher when the atmosphere was more stable and in the presence of on-shore winds, whereas there was no effect of wind blowing from the fires toward the pollution monitors. Our analysis shows there is a good prospect for developing region-specific forecasting tools combining hotspot fire activity with meteorological data.
- Subjects :
- Pollution
Environmental Engineering
Non-Clinical Medicine
media_common.quotation_subject
Air pollution
lcsh:Medicine
medicine.disease_cause
Fires
Engineering
Goodness of fit
Air Pollution
Smoke
Hotspot (geology)
Environmental monitoring
Geoinformatics
medicine
Environmental Systems Modeling
Cities
lcsh:Science
Weather
media_common
Multidisciplinary
Remote Sensing Imagery
Fire Research
Health Care Policy
Geography
Particulate pollution
lcsh:R
Australia
Health Risk Analysis
Particulates
Models, Theoretical
Fire Engineering
Computer Science
Earth Sciences
Environmental science
Medicine
lcsh:Q
Physical geography
Public Health
Environmental Health
Environmental Sciences
Research Article
Environmental Monitoring
Subjects
Details
- Language :
- English
- ISSN :
- 19326203
- Volume :
- 7
- Issue :
- 10
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....88299acb3a9e6984c26d0992b9ebe9b1