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SMS study 5th SMOS workshop
Sea Surface Salinity Retrieval: Preliminary results
J. Boutin, J.L. Vergely, P. Waldteufel
Objective:Assess sensitivity of SSS retrieval to operation mode
(dual pol versus full pol), to errors on auxiliary parameters (SST, wind, TEC)
SMS study 5th SMOS workshop
Tests conducted over half an orbit; central Pacific ocean
Ascending orbit Descending orbit (TEC tests)
SMS study 5th SMOS workshop
Geophysical data and direct model used to simulate Tb
SSS: -Levitus climatology (January month)SST: -Reynolds SST (30 Dec 2001-5 Jan. 2002)Wind components: -QSCAT daily wind speed (02 January 2002)TEC (N. Floury pers. comm.): -IRI model (Jan. 1989 (high solar activity))
Ocean emission: Tbocean=Tbflat + Tbrough� Tbflat: -Klein & Swift model � Tbrough: -Tabulations derived with the Dinnat et al. 2-
scale emissivity model (2xDurden & Vesecki wave spectrum; no foam)
SMS study 5th SMOS workshop
Data used for Tb simulations: TEC (TecU)
6AM 6PM
SMS study 5th SMOS workshop
SSS retrieval conditions (1)
-Blackman window-Tscene = 110K (preliminary value; definitive value taken as 90K);-Tsystem=180K (preliminary value; definitive value taken as 215K)-grid: 40km equidistant nodes => independent measurements-Iterative inversion scheme-a-priori SSS: 35; infinite error on a-priori SSS-Auxiliary parameters : wind components, SST,TEC-Input values deduced from true values + gaussian noise
SMS study 5th SMOS workshop
SSS retrieval conditions (2)
σSST: 0;0.5;1;1.5,2;2.5;3σVx= σVy=0,1,1.5,2,3,4,5
σSST: 1°CσVx=σVy=1.5m/sσTEC=5TecU
Ascending, Pacific
DP,FP, ST1D, ST1F
A priori error (sensitivitytests)
A priori error (default)orbitPolarizationmode
DP: SSS retrieved from A1,A2; radiometer in dual pol modeFP: SSS retrieved from A1,A2,A3,A4; radiometer in full pol mode; σA1, σA2=√3/2 σA1, σA2 in DPST1D: SSS retrieved from (A1+A2); radiometer in dual pol modeST1F: SSS retrieved from (A1+A2); radiometer in full pol mode
-Inversion of antenna temperatures, Ai:A1=c2 T1 +s2 T2A2= s2T1 +c2 T2A3=s2T1 -s2 T2A4=0
Where T are surface brightness temperatures, T3 and T4 are assumed to be 0, c=cos(α) and s=sin(α) and (α) is an angle depending on the satellite geometry and on the Faraday rotation angle (Waldteufel et al., 2004)
SMS study 5th SMOS workshop
SSS errors: Dual Pol versus Full Pol; 2pol versus Stokes 1 retrievals (default conditions)
Use of A1,A2:Full pol more homogeneous over theswath than dual pol (better correction for Faraday rotation sensitive at highincidence angles); DP better than FP at the center of theswath (low incidence angles; lowererror on Tx,Ty)
Use of St1:DP better than FP everywhere (lowererror on Tx,Ty)
SSS error averaged over all latitudes
SMS study 5th SMOS workshop
Sensitivity tests: influence of SST errors on SSS errors
σSST=1°C σSST=2°C
Errors more homogeneous in FP than in DPFP more robust than DP to an increased error on SST
DP; FP; ST1DP; ST1FCumulated probability density of SSS errors for the 4 modes
SMS study 5th SMOS workshop
Sensitivity tests: influence of SST errors on SSS errors
Cumulated probability density of SSS errors for the 4 modes
σSST=1°C σSST=3°C
Errors more homogeneous in FP than in DPFP more robust than DP to an increased error on SST
DP; FP; ST1DP; ST1F
SMS study 5th SMOS workshop
Sensitivity tests: influence of SST errors on SSS errors
Cumulated probability density of SSS errors for variable SST errors: 0; 0.5; 1; 1.5; 2 °C etc
DP FP
SSS errors very similar for σSST=0. °C and σSST=0.5°C; No need for SST precision better than 0.5°C
SMS study 5th SMOS workshop
Sensitivity tests: influence of SST errors on SSS errors
Cumulated probability density of SSS errors for variable SST errors: 0; 0.5; 1; 1.5; 2 °C etc
ST1DP ST1FP
Same conclusion as before: SSS errors very similar for σSST=0.°C and σSST=0.5°C; No strong constraint for SST precision better than 0.5°C
SMS study 5th SMOS workshop
SSS errors averaged over all latitudes: DP;FP;ST1DP;ST1FP
For low wind errors (<1m/s):inversion of (A1,A2) or St1 are equivalent; DP mode better than FP mode
FP mode is less sensitive to increasing wind errors than DP mode
σUx= σUy=0m/s σUx= σUy=1m/s
Sensitivity tests: influence of wind errors on SSS errors
SMS study 5th SMOS workshop
SSS errors averaged over all latitudes : DP;FP;ST1DP;ST1FP
For wind components errors above 1.5m/s:In DP, errors on SSS retrieved from (A1,A2) slightly lower than from St1FP mode better than DP mode
σUx= σUy=1.5m/s σUx= σUy=2m/s
Sensitivity tests: influence of wind errors on SSS errors
SMS study 5th SMOS workshop
DP FP
Cumulated probability density of SSS errors for variable wind component errors : σVx=σVy=0;1;1.5;2
FP less sensitive to wind components error than DP =>SSS errors lower in DP than in FP for V errors<1.5m/sSSS errors higher in DP than in FP for V errors>1.5m/s
Sensitivity tests: influence of wind errors on SSS errors
SMS study 5th SMOS workshop
ST1DP ST1FP
Cumulated probability density of SSS errors for variable wind component errors : σVx=σVy=0;1;1.5;2
Sensitivity tests: influence of wind errors on SSS errors
Errors in ST1FP higher than in ST1DP because of higher radiometric noise
SMS study 5th SMOS workshop
idem
idem
σSST: 1°CσVx=σVy=1.5m/s
A priori error on SST and Vx,Vy
TEC bias =[0, 2, 5, 10, 15, 20, 25, 30] (tecu) with TEC inversion
Ascending orbitDP
TEC bias =[0, 2, 5, 10, 15, 20, 25, 30] (tecu) without TEC inversion
Ascending orbitDP
σTEC=[0, 2, 5, 10] error (tecu)ascending and descending orbits
DP, FP, ST1D, ST1F
Inversion configurationorbitPolarizationmode
Sensitivity tests: influence of TEC errors and biases on SSS errors
SMS study 5th SMOS workshop
Cumulative probability of SSS errors for variable TEC errors: 0;2;5;10;20(with TEC inversion)
DP: inversion does not retrieve TEC but low impact on SSS errorFP: above 5TecU error, similar SSS error distribution
Sensitivity tests: influence of TEC errors on SSS errors
DP FP
SMS study 5th SMOS workshop
Cumulative probability of SSS errors for variable TEC errors: 0;2;5;10;20
ST1 not sensitive to TEC!!!
Sensitivity tests: influence of TEC errors on SSS errors
ST1DP ST1FP
SMS study 5th SMOS workshop
SSS errors averaged over all latitudes : DP;FP;ST1DP;ST1FP(with TEC inversion)
TEC retrieval better in FP than in DP (of course!) : critical area: center of the swath; TEC error does not strongly affect SSS errors provided TEC is inverted (SSS errorssimilar to the ones obtained for σTEC=5TecU)
Sensitivity tests: influence of TEC errors on SSS errors
σTEC=20TecU
SSS error TEC error
SMS study 5th SMOS workshop
SSS bias averaged over all latitudes : DP;FP;ST1DP;ST1FP
TEC bias does not strongly affect SSS errors provided TEC is inverted:It is essential to invert TEC
Sensitivity tests: influence of TEC biases on SSS
σTEC=20TecU
SSS bias; TEC not inverted SSS bias: TEC inverted
SMS study 5th SMOS workshop
Preliminary conclusions
Preliminary simulations indicate:
FP mode => errors are more homogeneous across the swath⇒ More robust to SST and wind errors than DP:
FP mode better than DP for σU>1.5m/s and σSST>1°C
Inversion of (A1,A2) equivalent to inversion of ST1 if wind perfectly known, slightly better for σU>1.5m/s
TEC error and bias are not a big deal provided that TEC is inverted
Results very dependent on radiometric noise
Future simulations needed to assess effects of biases on SST, U
SMS study 5th SMOS workshop
Ocean (constant values in order to ease results interpretation):SSS: 34.5psuSST: 15°CWind components: 7m/s
Land:Soil moisture= 0.15 m3.m-3 (error=0.1m3.m-3)Optical thickness assumed to be perfectly known except herbaceous vegetetion
known with an error of 30%Land temperature = 15°CLand cross polarization coefficient= 1 (a priori error =1)
Influence of coast proximity
Gulf of Bicay30 days (24km pixels)
SMS study 5th SMOS workshop
Influence of coast proximity
Tested configurations
Apodization windows
Polarization mode
map orbit configuration
rectangular FP and ST1D
Coast data 30 days (ascending and descending)
per case
Retrieval of the sea and land parameters : SSS, SST, u, v, WS, τ,
Cpol
Blackman idem idem idem idem
Kaiser 13 idem idem idem idem
SMS study 5th SMOS workshop
SSS error (24km � 1month);
kaiser 13 window, dual pol Pixels with 95% of water almost unaffected by the coast