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

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II - VALIDATION OF RS PRODUCTS FOR FIRE MANAGEMENT
MODIS reflectances sensed within a temporal window of a fixed number of
days are used to predict the reflectance on a subsequent day. Rather than
attempting to minimize the directional information present in wide fieldof-view
satellite data by compositing, or by the use of spectral indices, this
information is used to model the directional dependence of reflectance.
This provides a semi-physically based method to predict change in
reflectance from the previous state. A statistical measure is used to determine
if the difference between the predicted and observed reflectance is a
significant change of interest. The algorithm is repeated independently for
each pixel, moving through the reflectance time series in daily steps. A
temporal constraint is used to differentiate between temporary changes,
such as shadows, that are spectrally similar to more persistent fire induced
changes. The identification of the date of burning is constrained by the frequency
and occurrence of missing observations and to reflect this, the algorithm
is run to report the burn date with an 8 day precision. Further algorithm
details are provided in Roy et al. (2005) and Roy et al. (2008), and
the product is available to the user community (WWW1).
2 - The burned area validation protocol
The potential research, policy and management applications of satellite
products place a high priority on providing statements about their accuracy
(Morisette et al., 2006). Inter-comparison of products made with different
satellite data and/or algorithms provide an indication of gross differences
and possibly insights into the reasons for the differences. However
validation with independent reference data is needed to determine accuracy
(Justice et al., 2000). Validation is the term used here, and more generally,
to refer to the process of assessing satellite product accuracy by comparison
with independent reference data (Strahler et al., 2006).
An validation protocol for the validation of moderate resolution burned area
products (Boschetti et al., 2009) has been developed as a joint initiative
of the Committee on Earth Observation Satellites (CEOS) Land Product
Validation (LPV) Subgroup (WWW2) and GOFC GOLD (Global Observation of
Forest and Land Cover Dynamics) Fire (WWW3).
2.1 - Temporal requirements for validation datasets
Given that burned areas are a non-permanent land cover change, it is necessary
to define the temporal interval described by the validation reference
data. For example, in areas where forests burn, fire affected areas may
remain observable in satellite data for years, while in grass/shrubland systems
burned areas may disappear within a single fire season. The length of
time that the spectral signature of burned areas is detectable in satellite
data after a fire depends on the physical evolution of the post-burn sur-