The NASA Earth science project's main objective is the construction of a
global-scale Earth System Data Record (ESDR) of inundated wetlands
to facilitate investigations on their role in climate,
biogeochemistry, hydrology, and biodiversity. The ESDR is comprised
of two complementary components. The first component consists of
fine-resolution, 100 meter, maps of wetland extent, vegetation
type, and seasonal inundation dynamics, derived from Synthetic
Aperture Radar (SAR) for continental-scale areas covering crucial
wetland regions. The contemporary-era mapping will use newly
available data (HH/HV) from the Phase Array L-Band SAR (PALSAR)
sensor mounted on the Advanced Land Observing Satellite (ALOS).
This satellite, built and operated by the Japanese Space Agency
(JAXA), has been collecting data since early 2006. The wetland
products will be generated using legacy algorithms already
developed and tested with similar datasets. The algorithms are
based on an object oriented image segmentation approach and a
statistically based decision tree classifier. This approach follows
directly from previous work on mapping of tropical and boreal
wetlands with SAR data from the Japanese Earth Resources (JERS-1)
satellite.
The second component is comprised of global monthly mappings of
inundation extent at ~25 km resolution. These products will be
derived from multiple satellite remote sensing observations
including coarse resolution passive and active microwave sensors
and optical data sets (e.g. ERS and SeaWindson-QuikSCAT
scatterometers, AVHRR, MODIS) optimized specifically for inundation
detection. A clustering model and a mixture model comprise the
classification and fractional inundation calculations of the
algorithm used. The monthly data will be used to construct annual
summary products, including maximum spatial distribution and area,
and annual inundation duration of inundated wetlands. Comparative
analyses of the high-resolution mosaic products and low-resolution
inundation mappings will be conducted to harmonize the ESDR
components. The 100-meter SAR based datasets of wetland features
will be incorporated to validate and quantify the accuracy of the
lower resolution datasets to ensure consistency within the ESDR
products. Accuracy assessment of the fine scale regional wetlands
data sets will take advantage of high-resolution wetlands maps
available through collaborators. This ESDR will provide the first accurate, consistent and
comprehensive global-scale data set of wetland inundation and
vegetation, including continental-scale multi-temporal and
multi-year monthly inundation dynamics at varying scales. |