A Decade Long, Multi-Scale Map Comparison of Fire Regime Parameters Derived from Three Publically Available Satellite-Based Fire Products: A Case Study in the Central African Republic
Open Access
- 2 May 2014
- journal article
- research article
- Published by MDPI AG in Remote Sensing
- Vol. 6 (5) , 4061-4089
Abstract
Although it is assumed that satellite-derived descriptions of fire activity will differ depending on the dataset selected for analysis, as of yet, the effects of failed and false detections at the pixel level and on an instantaneous basis have not been propagated through space and time to determine their cumulative impact on the characterization of individual fire regime parameters. Here we perform the first ever decade long, multi-scale map comparison of fire chronologies and fire seasonality derived from three publicly available satellite-based fire products: the MODIS active fire product (MCD14ML), the ATSR nighttime World Fire Atlas (WFA), and the MODIS burned area product (MCD45A1). Results indicate that: (i) the agreement between fire chronologies derived from two dissimilar satellite products improves as fire pixels are aggregated into coarser grid cells, but diminishes as the number of years included in the time series increases; and (ii) all three datasets provide distinctly different portraits of the onset, peak, and duration of the fire season regardless of the map resolution. Differences in regional, long-term fire regime parameters derived from the three datasets are attributed to the unique capability of each sensor and detection algorithm to recognize geographical gradients, seasonal oscillations, decadal trends, and interannual variability in active fire characteristics and burned area patterns. Since different satellite sensors and detection algorithm strategies are sensitive to different types of fires, we demonstrate that disagreements in fire regime maps derived from dissimilar satellite-based fire products can be used as an advantage to highlight spatial and temporal transitions in landscape fire activity. Given access to multiple, publically available datasets, we caution against describing fire regimes using a single satellite-based active fire or burned area product.Keywords
This publication has 59 references indexed in Scilit:
- Sentinel-3 SLSTR active fire detection and FRP product: Pre-launch algorithm development and performance evaluation using MODIS and ASTER datasetsRemote Sensing of Environment, 2012
- Fire frequency analysis in Portugal (1975–2005), using Landsat-based burnt area mapsInternational Journal of Wildland Fire, 2011
- Interannual Changes of Fire Activity in the Protected Areas of the SUN Network and Other Parks and Reserves of the West and Central Africa Region Derived from MODIS ObservationsRemote Sensing, 2010
- Assessing accuracy of point fire intervals across landscapes with simulation modellingCanadian Journal of Forest Research, 2007
- Validation of MODIS Active Fire Detection Products Derived from Two AlgorithmsEarth Interactions, 2005
- Characterization of fire regimes in the Experiment for Regional Sources and Sinks of Oxidants (EXPRESSO) Study AreaJournal of Geophysical Research: Atmospheres, 1999
- Experiment for Regional Sources and Sinks of Oxidants (EXPRESSO): An overviewJournal of Geophysical Research: Atmospheres, 1999
- Burnt area mapping in Central Africa using ATSR dataInternational Journal of Remote Sensing, 1998
- Contextual and multiple‐threshold algorithms for regional active fire detection with AVHRR dataRemote Sensing Reviews, 1996
- Extrapolation Problems in Modeling Fire Effects at Large Spatial Scales: a ReviewInternational Journal of Wildland Fire, 1996