moisturemap: mixed-pixel retrieval ye nan master of research university of melbourne jeffrey walker,...
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MoistureMap: Mixed-pixel Retrieval
Ye NanMaster of researchUniversity of Melbourne
Jeffrey Walker, Dongryeol Ryu, Christoph Rüdiger, Robert Gurney, Edward Kim, Yann Kerr
NAFE’06 Study Area-Kyeamba catchmentNAFE’06 Study Area-Kyeamba catchment
Heterogeneity in SMOS resolution pixel
Standing waterStanding waterForestForest
Urban areaUrban area
GrassGrass
Bare soilBare soil
CropsCrops
Source: http://maps.google.com.au
50km50km
50km50km
South Paris, FranceSouth Paris, France
World-wide Problem
Pennsylvania, USAPennsylvania, USA
Source: http://maps.google.com.au
Xinjiang, ChinaXinjiang, China
““as little as 3% standing water as little as 3% standing water
coverage leads to more than 4%v/v coverage leads to more than 4%v/v
error in derived soil moisture – the error in derived soil moisture – the
target accuracy for SMOS soil target accuracy for SMOS soil
moisture retrieval“ moisture retrieval“
[Walker et al., 2006] [Walker et al., 2006]
Effect of mixed-pixels
The heterogeneity of pixels reduce the accuracy The heterogeneity of pixels reduce the accuracy
of SMOS soil moisture retrievalof SMOS soil moisture retrieval
Simulating the surface types emission contributions on Simulating the surface types emission contributions on
overall SMOS microwave responseoverall SMOS microwave response
Project target and proposed approach
Area distribution pie mapArea distribution pie mapBrightness temperature mapBrightness temperature map
1SMOS Water Crops ForestB B Water B Crops B Forest
SMOS
T T A T A T AA
Rocks Bare Grass UrbanB Rocks B Bare B Grass B UrbanT A T A T A T A
Proposed Approaches
irepresents different surface
SMOS
iB
i SMOS
AT
A iB
T
SMOSSMOS Land-useLand-use
Bare soil, Crops Bare soil, Crops
and Grassand Grass
ForestForest
UrbanUrban
WaterWater
RocksRocks
Tau-Omega Tau-Omega
modelmodel
LAI_maxLAI_max
Klein, Stogryn, DebyeKlein, Stogryn, Debye
5.7 0.074Rocks i
Test field
Goulburn River catchment Goulburn River catchment
NAFE’05 data setNAFE’05 data set
Test field
Yanco areaYanco area
NAFE’06 data setNAFE’06 data set
Test field
Kyeamba catchment Kyeamba catchment
NAFE’06 data setNAFE’06 data set
Research direction
Develop the approaches to simulate microwave radiation of standing water, rocks and urban area.
Evaluate the effect of forest, standing water, rocks and urban area on overall brightness temperature.
Establish the mixed-pixel model to retrieve soil moisture from SMOS data.