the cosmos/nafe campaign for the validation of the smos

27
The CoSMOS/NAFE campaign for the validation of the SMOS retrieval algorithm over land 1 [email protected] K. Saleh, Y. Kerr, P. Richaume, J.P. Wigneron, S. Delwart, M.J. Escorihuela, P. Maisongrande, G. Boulet and the CoSMOS/NAFE team Microrad’08- Firenze 11-14 March 2008

Upload: others

Post on 26-Jan-2022

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: The CoSMOS/NAFE campaign for the validation of the SMOS

The CoSMOS/NAFE campaign for the validation of the SMOS retrieval algorithm

over land

[email protected]

K. Saleh, Y. Kerr, P. Richaume, J.P. Wigneron, S. Delwart, M.J. Escorihuela, P. Maisongrande, G. Boulet and the CoSMOS/NAFE team

Microrad’08-

Firenze 11-14 March 2008

Page 2: The CoSMOS/NAFE campaign for the validation of the SMOS

2

1/

ESA CoSMOS study (2007-2008): Overview

EVALUATION OF THE

SMOS SM LEVEL 2 (L2)ALGORITHM USING

AERIAL DATA

VALIDATIONOF MICROWAVEMODEL L-MEB

‘SPECIAL ISSUES’(e.g. sun-glint over land,

interception …)ANCILLARY DATA?

Page 3: The CoSMOS/NAFE campaign for the validation of the SMOS

3

1/

ESA CoSMOS study (2007-2008): OverviewTraining

for upcomingSMOS

Validationcampaigns

EVALUATION OF THE

SMOS SM LEVEL 2 (L2)ALGORITHM USING

AERIAL DATA

‘SPECIAL ISSUES’(e.g. sun-glint over land,

interception …)

VALIDATIONOF MICROWAVEMODEL L-MEB

SENSITIVITY TOANCILLARY DATA?

Page 4: The CoSMOS/NAFE campaign for the validation of the SMOS

1/

CoSMOS-NAFE Experiment: Overview & objectives

6-week campaign 2 L-band sensors onboard two aircrafts (2 week overlap)Focus area: ~60 km x 60 km farming area

Collaboration between NAFE experiment (University of Melbourne), researchers from Europe, US and Australia, ESA

Goulburn River catchment

4

Page 5: The CoSMOS/NAFE campaign for the validation of the SMOS

Focus farms area ~ 60 km x 60 km

5

Page 6: The CoSMOS/NAFE campaign for the validation of the SMOS

CROP AREAS

VWC: 0.3-2.7 kgm-2

Merriwa Park Illogan

Pembroke Illogan

6

Page 7: The CoSMOS/NAFE campaign for the validation of the SMOS

GRAZING AREAS

VWC: 0.1-1 kgm-2

Dales Dales

Stanley

7

Page 8: The CoSMOS/NAFE campaign for the validation of the SMOS

2/

Instruments

a) ESA flights-

EMIRAD

EMIRAD POLARIMETRIC RADIOMETER (TUD) onboard Aero Commander 500S

8

Nadir~ 40 deg

Full-StokesIR Radiometer onboard

Page 9: The CoSMOS/NAFE campaign for the validation of the SMOS

-30

-20

-10

0

10

20

30

-180 -120 -60 0 60 120 180

Across Flight Track Off-Nadir Angle ( deg )

Am

plitu

de (

dBi )

3L 2L 1L 1R 2R 3R

<< Left Right >>

b) NAFE flights-

PLMR

PLMR RADIOMETER (UM) onboard Diamond Eco-Dimona motor glider

9

2/

Instruments

+/-7,

+/-21.5,

+/-38.5

H & V pol

Page 10: The CoSMOS/NAFE campaign for the validation of the SMOS

3/

L-band data processing

Tbi,j

1Antenna projected onto the surfacef(aircraft attitude,antenna orientation,no slopes)

c c cg g g gg g g gg g g g

cff

2Land-use from Landsat classif.

(e.g. crop,grass,forest)+

Ancillary surface data

5Weighting by

antenna gain &integration

4Transportation of simulated Stokes vector to antenna

level

3

Tbi,j

Simulated Tbi,jusing SMOS BBs

6Comparison to

measured Stokesand retrievals

10

Page 11: The CoSMOS/NAFE campaign for the validation of the SMOS

3/

L-band data processing

Simulations of TBand retrievals

take into account antenna pattern

andobserved surface

11

Large aperture : 3dB area up to ~1 km (off-nadir)

Page 12: The CoSMOS/NAFE campaign for the validation of the SMOS

13/11 14/11 15/11 17/11

20/11 21/11 22/11 23/11

27/11 29/11 03/12 09/12

EMIRAD

EMIRAD

rainfall

rainfall

EMIRAD EMIRAD

EMIRAD

EMIRAD EMIRAD EMIRAD

EMIRAD

EMIRAD

EMIRAD

4/

L-BAND measurements[K]

12

PLMR along-track02/11,09/11,16/11,23/11

Page 13: The CoSMOS/NAFE campaign for the validation of the SMOS

4/

L-BAND measurements

13

EMIRAD

-Dry to wet soil ΔTB~40 K at nadir (for ΔSM~ 0.3 m3m-3)-Low angular variation in TB between Nadir and 40 deg ΔTBv < 5-10 K for dry soil, ΔTBv < 15-20 K for wet soil -Rather stable TB measurements across the farm for dry soil

nadir

40 deg

Page 14: The CoSMOS/NAFE campaign for the validation of the SMOS

5/

Modelling

What do L-MEB simulations indicate?

SM=0.38 (σ=0.07) m3m-3 SM=0.22 (σ

=0.05) m3m-3

High-res area

14

PLMRAlongtrack

Wheat,Clay-loam

Page 15: The CoSMOS/NAFE campaign for the validation of the SMOS

5/

Modelling

What do L-MEB simulations indicate?

SM=0.38 (σ=0.07) m3m-3 SM=0.22 (σ

=0.05) m3m-3

High-res area

Wheat,Clay-loam

14

PLMRAlongtrack

Page 16: The CoSMOS/NAFE campaign for the validation of the SMOS

5/

Modelling

What do L-MEB simulations indicate?

EMIRAD and PLMR over the same wheat area on the same day - Dry soil(green, TB from Hr and τn

from PLMR)(black, same but for τn

= 0.06*LAI)

15

EMIRADAlongtrack

PLMRAlongtrack

Tsfce=294 KTsfce=304 K

Page 17: The CoSMOS/NAFE campaign for the validation of the SMOS

5/

Modelling

What do L-MEB simulations indicate?

16

Γ= Γ

*exp(-Hr/cosNp

(θ))

HR~0.6, ploughed soil,Clay-loam, black basalts

•Literature: crops Hr=[0.1-0.7]•Sensitivity of HR to dielectric model •No clear sensitivity of HR to SM

PLMRAlongtrack

Explore next if default b’(LAI) too low for wheat?

b’=τn

/LAI

•Field VWC & b=0.08 --> τnwheat [ 0.05-0.1]

Tau from LAI

Tau from VWC

Tau free

Page 18: The CoSMOS/NAFE campaign for the validation of the SMOS

6/SM Retrievals

CROPS Clay, HR=1 ΔSM_station ~ 0.3 m3m-3

Rain -5 d Rain -7 d Rain -10 d

Rain -0 d Rain -0 d Rain -4 d

EMIRADAlongtrack

17

Page 19: The CoSMOS/NAFE campaign for the validation of the SMOS

6/ SM Retrievals

CROPS Clay, sparse grass- HR=1 ΔSM_station ~ 0.3 m3m-3

Rain -5 d Rain -7 d Rain -10 d

Rain -0 d Rain -0 d Rain -4 d

Rain -5 d Rain -7 d Rain -10 d

Rain -0 d Rain -0 d Rain -4 d

EMIRADAlongtrack

Silt-loam,crops , HR=1 ΔSM_station ~ 0.3 m3m-18

Page 20: The CoSMOS/NAFE campaign for the validation of the SMOS

19

7/

Conclusions

i)

L-band processing ‘close’

to the SMOS L2 approach(aggregated TBs within the antenna pattern, SMOS BBs)

• Basis for upcoming airborne campaigns over land

ii)

The CoSMOS study is now in the algorithm validation phase

• Focus on small areas with dense sampling to characterisevegetation and soil emission, next step is moving to thefarm scale

iii)

Both PLMR and EMIRAD data produce a TB signaturethat requires large Hr

• Hr is usually fitted in experiments, how do we fit it globally?• Hr = f(land use, soil type, std)

iii)

Once roughness is fitted, changes in the retrieved and measured SM are comparable

Page 21: The CoSMOS/NAFE campaign for the validation of the SMOS

SM, T,Hr,Tau

SM, T,Hr,Tau

SM, T,Hr,Tau

Measured

Retrieved

MWvalidation

SMvalidation

7/

Conclusions

20

Page 22: The CoSMOS/NAFE campaign for the validation of the SMOS
Page 23: The CoSMOS/NAFE campaign for the validation of the SMOS

4/

Modelling

What do L-MEB simulations indicate?

Mean HR=0.6, ploughed soil,70% clay, black basaltsLiterature: crops Hr=[0.1-0.7]Field WC & b=0.08 --> Hr~1, higher TB error

17

Page 24: The CoSMOS/NAFE campaign for the validation of the SMOS

3/

L-band data processing

Zone 2. Farm scale

Cell-to-cell comparisons between surface data and L-band retrievalse.g. comparisons to SM when availablee.g. LAI and retrieved optical depth

Gridding pixel 3dB area

ScatteredSM data

1x

Page 25: The CoSMOS/NAFE campaign for the validation of the SMOS

Figure 6b. Temperatures at Merriwa Park: Yellow: IR station (when available), Black: surface 2.5 cm, Dotted line: Flights PLMR

Page 26: The CoSMOS/NAFE campaign for the validation of the SMOS

c) Data set overview

10

2/

Summary of acquired data-

L-BAND (EMIRAD AND PLMR ALONG-TRACK)

Page 27: The CoSMOS/NAFE campaign for the validation of the SMOS

5/

Modelling

What do L-MEB simulations indicate?

wet

PLMR -along-track high-res area

High-res area

Grass,clay