From Event to Action: Accelerate Your Decision Making with Real-Time Automation
Dimitrov_IGARSS.ppt
1. Closed loop brightness temperature data inversion for the retrieval of soil hydraulic properties Marin Dimitrov, Jan Vanderborght, K. Z. Jadoon, Lutz Weihermüller, Mike Schwank and Harry Vereecken 2011 International Geoscience and Remote Sensing Symposium (IGARSS) Vancouver, Canada Soil Moisture Remote Sensing Session
8. Results Soil moisture Meteorological data and measured soil moisture in 2, 5, 10 and 30 cm depth between 27.09.2009 and 27.10.2009
9. Results Brightness temperature Measured brightness temperature (horizontal and vertical polarization) at 45° with L-Band Radiometer JülBaRa between 27.09.2009 and 27.10.2009
10. Results Soil temperature Measured soil surface temperature from 02.10 to 07.10.2009 Photo from 2 October 2009 (12 P.M.) Plot 3 Plot 2 16.6 °C 16.3 °C 15.4 °C Mean skin temperature for the plots
11. Results Modeling procedure Flow chart diagram of the inverse modeling procedure Inversion for the soil hydraulic parameters, fitting of the brightness temperature Soil hydraulic parameters: θr, θs, α, n, Ks Hydrological simulator Hydrus 1D Meteorological data: Rain and ETo (from Tair, Solar, Wind and Humidity) Simulated moisture profile Simulated permitivity ( ε ) profile Dielectric mixing model ε Simulated Reflectivity Tb sim. Inversion Objective function: Φ = Σ (T b sim. -T b meas. )^ 2 RTM Roughness correction CRTM or Fresnel Tb meas. θ sim. Global optimization with SCE Effective soil temperature θ meas
12. Results Modeling procedure Unknown hydraulic parameters: θ r, θ s, Ks, n and α Parameter development after 1500 iterations, using Fresnel Θ r [cm^3/cm^3] Θ s [cm^3/cm^3] α [cm^-1] n [-] Ks [cm/min] MVG θ r cm 3 /cm 3 θ s cm 3 /cm 3 α 1/cm n - K s cm/day l - Laboratory 0.0 0.353 0.004 1.32 0.064 0.5 Inverted 0.03 0.42 0.001 1.60 0.030 0.5
13. Results Modeling procedure Modeled and measured brightness temperature, modeled and measured soil moisture R^2 = 0.75 One to one line of the brightness temperature
14.
15.
16.
17. Thank you for your attention! Radiometer field of view from above, July 2010
![Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Radiometer JülBaRa with holding construction in the air. Photo from July 2010](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)