Assessing the accuracy of remotely sensed fire datasets across the southwestern Mediterranean Basin
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Published:2021-01-11
Issue:1
Volume:21
Page:73-86
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ISSN:1684-9981
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Container-title:Natural Hazards and Earth System Sciences
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language:en
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Short-container-title:Nat. Hazards Earth Syst. Sci.
Author:
Galizia Luiz FelipeORCID, Curt ThomasORCID, Barbero RenaudORCID, Rodrigues MarcosORCID
Abstract
Abstract. Recently, many remote-sensing datasets providing features of
individual fire events from gridded global burned area products have been
released. Although very promising, these datasets still lack a quantitative
estimate of their accuracy with respect to historical ground-based fire
datasets. Here, we compared three state-of-the-art remote-sensing datasets
(RSDs; Fire Atlas, FRY, and GlobFire) with a harmonized ground-based dataset
(GBD) compiled by fire agencies monitoring systems across the southwestern
Mediterranean Basin (2005–2015). We assessed the agreement between the RSDs and
the GBD with respect to both burned area (BA) and number of fires (NF). RSDs and the
GBD were aggregated at monthly and 0.25∘ resolutions, considering
different individual fire size thresholds ranging from 1 to 500 ha. Our
results show that all datasets were highly correlated in terms of monthly BA
and NF, but RSDs severely underestimated both (by 38 % and 96 %,
respectively) when considering all fires > 1 ha. The agreement
between RSDs and the GBD was strongly dependent on individual fire size and
strengthened when increasing the fire size threshold, with fires > 100 ha denoting a higher correlation and much lower error (BA
10 %; NF 35 %). The agreement was also higher during the warm season
(May to October) in particular across the regions with greater fire activity
such as the northern Iberian Peninsula. The Fire Atlas displayed a slightly
better performance with a lower relative error, although uncertainty in the
gridded BA product largely outpaced uncertainties across the RSDs. Overall,
our findings suggest a reasonable agreement between RSDs and the GBD for fires
larger than 100 ha, but care is needed when examining smaller fires at
regional scales.
Publisher
Copernicus GmbH
Subject
General Earth and Planetary Sciences
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