integration of weather, soil and remote sensing data for...
TRANSCRIPT
![Page 1: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/1.jpg)
RoTimi Ojo
Paul Bullock
Integration of Weather, Soil and
Remote Sensing Data for Soil
Profile Moisture Modeling
3rd Canadian SMAP Workshop
![Page 2: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/2.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Limitations and Opportunities
Continuous soil moisture monitoring network is limited in Western
Canada
Soil moisture sensors that provide continuous real time data are
expensive and often require soil-specific calibration
Increase in the number of automated weather stations on the
Prairies that report weather data in real time
Great potential in using models to estimate soil moisture content
from the information provided by these weather stations
![Page 3: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/3.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Why models?
Models are used to predict the outcomes or to fill the gap
between the known and the unknown
They are cheaper and less laborious when compared to the
cost of instrumentation for direct measurement
Soil moisture sensors are often useful for making point
measurements
![Page 4: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/4.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
The VSMB
The Versatile Soil Moisture Budget (VSMB) was developed to
simulate vertical, one-dimensional soil moisture flux
VSMB source code was written in Fortran language and it
works on a daily time-step with the soil profile divided into
user-defined number of layers
The model uses water balance method to quantitatively
determine soil moisture
![Page 5: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/5.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
VSMB Applications
The VSMB has been widely applied in agrometeorology and
hydrology applications such as:
Estimation of evaporation from grassland (Hayashi et al,
2010)
Impact of water use on crop yields (Qian et al, 2009)
Number of field work days for manure application (Sheppard
et al 2007)
Impact of climate change scenarios on the agro-climate of
the Canadian prairies (McGinn and Sheppard, 2003)
![Page 6: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/6.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
VSMB Input Data
Wind Speed
Maximum RH
Minimum RH
Solar Radiation
Site Elevation
Plant Type
VSMB
Weather
Precipitation
Maximum
Temperature
Minimum Temperature
Soil/Plant
Field Capacity (mm)
Saturation (mm)
Permanent Wilting Point (mm)
Initial Water Content (mm)
Plant Growth Coefficients
# and Depth of Soil Layer
![Page 7: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/7.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Create a soil-vegetation-weather integration (e.g. map)
with changes in weather and vegetation affecting soil
moisture status over the growing season.
Objective
![Page 8: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/8.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Observed Soil Moisture
• Specific point measurement, small sensing volume
• Great results with proper calibration
• High temporal measurement
• Great spatial measurement
• Sensing depth ~5 cm
smap.jpl.nasa.gov
![Page 9: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/9.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Soil Profile Applications
![Page 10: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/10.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Soil Profile Applications
![Page 11: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/11.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Gathering Inputs
Soil Information
http://mli2.gov.mb.ca/soils/index.html
Crop Inventory
Seeding Date: Use of thermo-time
Crop Identification: Optical and
SAR imagery
Crop Growth: Biometeorological
time scale
http://tgs.gov.mb.ca/climate/
Soil Series Air Temperature
Precipitation
Humidity
Wind Speed
Weather Data
![Page 12: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/12.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Weather Data
![Page 13: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/13.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Weather Data
0
5
10
15
20
25
30
35
7-Ju
n-1
2
9-Ju
n-1
2
11-J
un
-12
13-J
un
-12
15-J
un
-12
17-J
un
-12
19-J
un
-12
21-J
un
-12
23-J
un
-12
25-J
un
-12
27-J
un
-12
29-J
un
-12
1-Ju
l-12
3-Ju
l-12
5-Ju
l-12
7-Ju
l-12
9-Ju
l-12
11
-Ju
l-1
2
13
-Ju
l-1
2
15
-Ju
l-1
2
17
-Ju
l-1
2
Tem
per
atu
re (
°C)
P
reci
pit
atio
n (
mm
)
SMAPVEX12 Temperature and Precipitation
Precipitation Temperature
![Page 14: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/14.jpg)
Integration of weather, soil and remote sensing
data for soil profile moisture modeling
Weather: Daily weather update based on data from weather stations
Vegetation: Growth updated weekly
Soil layer: Static, populate attribute table with daily soil moisture
update driven by weather and vegetation data
Expected Outcome
![Page 15: Integration of Weather, Soil and Remote Sensing Data for ...smap.jpl.nasa.gov/files/smap2/3-2_Ojo.pdf · Integration of weather, soil and remote sensing data for soil profile moisture](https://reader034.vdocuments.net/reader034/viewer/2022051802/5aeb7c857f8b9a585f8daa28/html5/thumbnails/15.jpg)
Thank you
Thoughts & Questions?