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7th Workshop on Forest Fire Management - EARSeL, European ...

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190<br />

III - FIRE DETECTION AND FIRE MONITORING<br />

Am<strong>on</strong>g the fire characterizati<strong>on</strong> parameters provided by WF-ABBA and TA,<br />

the FRP estimates showed better sensitivity to varying fire c<strong>on</strong>diti<strong>on</strong>s. The<br />

interplay am<strong>on</strong>g sub-pixel fires, background characterizati<strong>on</strong>, and the sensor<br />

characteristics (in particular the point spread functi<strong>on</strong>), had an important<br />

effect <strong>on</strong> the accuracy of the estimates produced. Pixel based estimates<br />

derived from different products remain poorly correlated and subjected<br />

to random errors.<br />

Using the results above, we designed a set of judicious criteria to integrate<br />

the active fire data from MODIS Terra and Aqua and the GOES imager (see<br />

Schroeder, 2008a) (Figure 2). The resulting product incorporates correcti<strong>on</strong>s<br />

aimed to minimize errors of commissi<strong>on</strong> and omissi<strong>on</strong> to maximize the<br />

complementarity between products.<br />

4 - C<strong>on</strong>clusi<strong>on</strong>s<br />

In this study we discuss briefly how multiple data sets of rather different<br />

characteristics are used to advance our understanding of sub-pixel processes<br />

governing vegetati<strong>on</strong> fire activity routinely mapped by two major hemispheric-to-global<br />

fire products. The results derived from the group of analyses<br />

described above are being used to further develop the fire algorithms<br />

in use, to reduce errors and to improve their performance over a broad<br />

range of c<strong>on</strong>diti<strong>on</strong>s.<br />

References<br />

Csiszar, I., Morisette, J.T. and Giglio, L., 2006. Validati<strong>on</strong> of active fire<br />

detecti<strong>on</strong> from moderate-resoluti<strong>on</strong> satellite sensors: the MODIS example<br />

in Northern Eurasia. IEEE Trans. Geo. Rem. Sens., 44(7), 1757-1764.<br />

Csizar, I., Schroeder, W., 2008. Short-term observati<strong>on</strong>s of the temporal<br />

development of active fires from c<strong>on</strong>secutive same-day ETM+ and ASTER<br />

imagery in the Amaz<strong>on</strong>: Implicati<strong>on</strong>s for active fire product validati<strong>on</strong>.<br />

IEEE J. Sel. Topics in App. Earth Obs. and Rem. Sens., 10.1109/JSTARS.<br />

2008.2011377.<br />

Giglio, L., Csiszar, I., Restas, A., Morisette, J.T., Schroeder, W., Mort<strong>on</strong>, D.,<br />

Justice, C.O., 2008. Active fire detecti<strong>on</strong> and characterizati<strong>on</strong> with the<br />

Advanced Spaceborne Thermal Emissi<strong>on</strong> and Reflecti<strong>on</strong> Radiometer<br />

(ASTER), Rem. Sens. Envir<strong>on</strong>., 2008, doi:10.1016/j.rse.2008.03.003.<br />

Morisette, J.T., Giglio, L., Csiszar, I., Justice, C.O., 2005. Validati<strong>on</strong> of the<br />

MODIS active fire product over Southern Africa with ASTER data. Int. J.<br />

Rem. Sens., 26(19), 4239-4264.<br />

Schroeder, W., 2008a. Towards an integrated system for vegetati<strong>on</strong> fire m<strong>on</strong>itoring.<br />

Univ. of Maryland, URL: http://hdl.handle.net/1903/8168.<br />

Schroeder, W., Csiszar, I. and Morisette, J., 2008b. Quantifying the impact<br />

of cloud obscurati<strong>on</strong> <strong>on</strong> remote sensing of active fires in the Brazilian

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