研究目的
To extend the SCOPE model to combine optical reflectance and soil moisture observations for remote sensing of ecosystem functioning under water stress conditions.
研究成果
The SCOPE-SM model offers the opportunity for continuous time-series estimation of GPP and ET variations in arid and semi-arid regions with a remarkable accuracy using various remote sensing optical observations and soil moisture products. This can contribute to a better understanding of carbon and water fluxes, vegetation functioning and water productivity in water-limited ecosystems.
研究不足
The performance of the SCOPE-SM model was only preliminarily assessed at the Vaira site. Further evaluation is needed in other ecosystems and with different satellite data sets.
1:Experimental Design and Method Selection:
The study involves the modification of the SCOPE model to incorporate soil moisture data, creating the SCOPE-SM model. This includes the introduction of a functional link between soil moisture and key model parameters.
2:Sample Selection and Data Sources:
The study uses data from the Vaira Ranch (US-Var) Fluxnet site, including Landsat optical observations and ground measurements of soil moisture and meteorological variables.
3:List of Experimental Equipment and Materials:
The study utilizes Landsat (TM and ETM) imagery, calibrated frequency domain reflectometry sensors for soil moisture measurements, and various meteorological sensors for weather data collection.
4:Experimental Procedures and Operational Workflow:
The original SCOPE and the modified SCOPE-SM models are applied to simulate plant functioning using Landsat imagery and ground measurements. The simulations are compared to flux tower measurements.
5:Data Analysis Methods:
The performance of the models is evaluated using error statistics such as R2, RMSE, and NRMSE, and the information content of optical, thermal, and soil moisture observations is compared.
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Landsat
TM and ETM
NASA/USGS
Remote sensing optical observations
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Theta Probe
ML2-X
Delta-T Devices
Soil moisture measurements
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PAR Lite
Kipp and Zonen
Radiation fluxes measurement
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Pyranometer
CM 11
Kipp and Zonen
Radiation fluxes measurement
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Net Radiometer
NR Lite
Kipp and Zonen
Radiation fluxes measurement
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Resistance Thermometer and Solid-state Humicap
HMP-45A
Vaisala
Temperature and relative humidity measurement
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Capacitance Barometers
PTB101B
Vaisala
Air pressure measurement
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Eddy Covariance System
Wind master Pro plus LI-7500
Gill Instruments plus LICOR
Fluxes measurement
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