Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the...

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Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing Systems NASA OSST Meeting Crystal City September 18, 2017

Transcript of Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the...

Page 1: Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing

GeophysicalModelFunctionoftheAquariusV5.0SalinityRetrievals

FrankWentzandThomasMeissnerRemoteSensingSystems

NASAOSSTMeetingCrystalCity

September18,2017

Page 2: Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing

Aquarius

Sun

SolarReflection QuasiSpecular

0– 10psu

SolarBackscatter

Galaxy&Cosmic0– 6psu

Moon

OceanSurface

IonosphereAtmosphere

Land/Ice RFI

Needstobedoneat0.2psu=0.1Kelvinaccuracy

Antenna

Challenge:RemovalofManyLargeSpuriousSignals

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ForwardModel:OceanScene->TAPhysicalRadiativeTransferModel

AquariusAntennaTemperatures(TA)

Spacecontributions:galaxy,sun,moon,coldspace

TopoftheIonosphereBrightnessTemperatures

FaradayRotationinEarthIonosphere(3rd Stokes)

TopoftheAtmosphereBrightnessTemperatures

Atmosphericattenuation(O2,cloud,andrainabsorption)

Sea-SurfaceBrightnessTemperatures

SurfaceRoughnessEffects(Wind,SST)

SpecularBrightnessTemperatures

EmissionformspecularseasurfaceMeissner-Wentz2012dielectricmodel

OceanSceneSSS,SST

Antennaeffects(x-polcontamination)

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AquariusSalinityRetrievalInversionofForwardModel

AquariusAntennaTemperaturesRFIfiltered

Removespacecontributions:galaxy,sun,moon,coldspace

TopoftheIonosphereBrightnessTemperatures

CorrectforFaradayRotationinEarthIonosphere(3rd Stokes)

TopoftheAtmosphereBrightnessTemperatures

Removeatmosphericattenuation(O2,cloudandH2OAbsorption)

Sea-SurfaceBrightnessTemperatures

RemoveSurfaceRoughnessEffects(Wind)

SpecularBrightnessTemperatures

FindSalinityforwhichemissivityofMeissner-Wentz2012dielectricmodel

matchesspecularTB

AquariusSalinity

Removeantennaeffects(x-pol)

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Sea-SurfaceEmissivity

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DielectricConstantModelMeissner+Wentz2004,2012,IEEETGRSpapers

• DeterminesemissivityofspecularoceansurfacethroughFresnelreflection.• DoubleDebyerelaxationlaw:

• TheDebyeparametersdependonSST(T)and,SSS(S)• Physicalmechanismthatconnectsemissivitiesatdifferentfrequencies.• Theconductivityσ istakenformStogryn's etal.laboratorymeasurements.• TheDebyerelaxationparametersεandν werefittedbasedonoldermodelsthatused

variouslaboratorymeasurements(Hoetal.,1970's)andonmorerecentW-band(Guillou etal.,1998).

• Allparameterswerecarefullytunedbasedonsatelliteobservations(SSMI,WindSat).• ThemodelisusedinallRSSpassivemicrowaveoceanretrievals(L– Kaband).• Klein-Swiftmodel(singleDebye)breaksdown>10GHzandincoldwater.

( ) ( ) ( ) ( ) ( )

( )1 1

1 2 0

,( , ) ( , ) ( , ) ( , ), ,1 , 1 , 2S T ST S T S T S T ST S T S ii v v T S i v v T S v

se e e ee epe

¥¥

- -= + + -

+ +

1 1 2, , , , ,Se e e n n s¥

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SurfaceRoughnessModel

0 WE E E= + D

specular

Emissivity

rough

( ) ( ) ( ),,0 1 0 , , , , S SW WW VVrelE E W T E W T E Wj j sD = D + D + D ¢isotropic wind-directionsignal higherorderterm

VV-polscatterometer

• Meissner,T.,F.Wentz,andL.Ricciardulli, TheemissionandscatteringofL-bandmicrowaveradiation fromrough oceansurfacesandwindspeedmeasurementsfromAquarius,JGROceans,vol.119,doi:10.1002/2014JC009837,2014.

• UseAquariuswindspeed(HH-polscatterometer+H-polradiometer).• DerivedfromEmeas – E0 (S,TS)usinganexternalreferencesalinityS(HYCOM).• EditedforVersion5release:

§ switchedtoARGO(Scripps)asreferenceSSSfield§ includeallothermodelfunctionupdatesintheanalysis

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SSTdependencewindspeeddependence

RoughnessModelUpdatesinV5Release

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WindDirectionSignal

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HigherOrderCorrectionΔEW,1 (W,σ'0VV)characterizesroughnesseffects"orthogonal"towindspeed

look-uptable

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AtmosphericAbsorption

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OxygenAbsorptionModel

TheO2 absorptionatL-bandisalmostentirelyduetonon-resonantcontinuum.

§ Farfromabsorptionline.Littleknown.

( ) 0.8, 0.0056 1.1O nr p eg q= +

p:dryairpressuree:watervaporpressureθ=300K/Tair

Liebeetal.1992

Wentz+Meissner2016 ( ) 1.5, 0.0056 1.1O nr p eg q¢ = +

• UptoV4theAquariussalinityalgorithmhasusedtheWentz+Meissner2016absorptionmodel.

• ForV5wegobacktotheLiebe1992modelwhichhasweakerdependenceonTair.

• ThishelpstomitigatesomeofthebiaseswehaveseeninV4.• FurtherreducingtheTair dependencedidnothelp.

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AtmosphericCorrection:TBTOA – TBSURDifferencebetweenLiebe1992(V5)andMW2016(V4)

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Galaxy

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GalacticRadiationatL-Band

• Aquariusfrequency(1.4GHz)liesinprotectedband– Usedbyradio-astronomersasitoccursingalacticprocesses(e.g.:

molecularH2)

– Unwantedconsequence:GalacticradiationisasignificantnoisesourceforL-bandradiometers

• Theintrusioncanoccur– Directlyintotheantenna:small,easytocalculate– ThroughreflectionfromtheEarthsurface:canexceed3K(6psu),if

uncorrected.

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BasicComponentforCorrectingReflectedGalaxy:GeometricOptics(GO)Model

• PhysicalModel• ModelingGalacticRadiation:ATiltedFacet(GeometricOptics)Model.

• Green arrows fromGalaxytoOcean:Red arrowsfromOceantoAquarius• Slopevariance∆S2:25%ofCox-Munkvalue.

• FacetintegrationmustbedoneforeveryoceanpixelseenbyAquariusantenna.

• Computationisa4-foldintegraloverroughsurface(tiltedfacets)andantennapattern.

• Overalleffectisasmoothingofthegalaxymapaswindsincrease.

( ) ( )( ) ( )( )( )

2 ,, z u c

B u c B

P z zT dz dz Tt= × ¡

× ×òòs s i ss

k P k k nk z n z

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AdjustingGeometricOpticstoAgreewithSMAPUsingResultsfromSMAPFore– AftLook

Summary

1. Effectiveincreaseinroughness:W->W+2m/s,whicheffectivelyincreasestheslopevariance∆S2 oftheGOmodel.

2. Scalingofthestronggalacticsourcesbyabout10%.

ThisprescriptionisderivedformtheSMAPandhasthenbeenimplementedinthederivationofthegalactictablesforall3Aquariushorns.

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MethodforFindingGalaxyTAfromSMAPDualLooks

( ) ( ) ( )0 , , ,A A A galaxy A rough w A sunT T T T Tf f f f= + + - +

( ) ( ) ( ) ( ) ( ) ( ), , , ,A galaxy fore A galaxy aft A fore A aft A rough w fore A rough w aftT T T T T Tf f f f f f f fé ù- = - - - - -ë û

Avoidareaswheresuncontributionmaybesignificant

IfthegalaxymodelsaysTAaft issmall(<2K),thenassumeitiscorrect

( ) ( ) ( ) ( ) ( ) ( ), , , ,A galaxy fore A fore A aft A rough w fore A rough w aft A galaxy aftT T T T T Tf f f f f f f fé ù= - - - - - +ë û

LikewiseifthegalaxymodelsaysTAfore issmall(<2K),thenassumeitiscorrect

( ) ( ) ( ) ( ) ( ) ( ), , , ,A galaxy aft A aft A fore A rough w aft A rough w fore A galaxy foreT T T T T Tf f f f f f f fé ù= - - - - - +ë û

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0 50 100 150 200 250 300 350

-80

-60

-40

-20

0

20

40

60

80

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

GeometricsOpticsGalaxyModel,allwinds

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0 50 100 150 200 250 300 350

-80

-60

-40

-20

0

20

40

60

80

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

GalaxyModelderivedfromSMAP,allwinds

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0 50 100 150 200 250 300 350

-80

-60

-40

-20

0

20

40

60

80

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

GOGalaxyModel,2m/saddedtowindspeed,10%increasetopeak

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0 50 100 150 200 250 300 350

-80

-60

-40

-20

0

20

40

60

80

-1

-0.8

-0.6

-0.4

-0.2

0

0.2

0.4

0.6

0.8

1

SMAP-derivedModelminusGOGalaxyModel

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0 50 100 150 200 250 300 350

-80

-60

-40

-20

0

20

40

60

80

-1

-0.8

-0.6

-0.4

-0.2

0

0.2

0.4

0.6

0.8

1

SMAP-derivedModelminusGalaxyModelwith2m/saddedandpeakisscaled

Page 24: Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing

Fine-Tuning2:ZonalSymmetrizationAscending– Descending

GeometricOpticsGalaxy

SMAPfor- aftGalaxy

improvesasc- dscbiasesbutdoesnoteliminatethem

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DerivationofZonalSymmetrizationΔ(z)BasicAssumptions:1. Therearenozonal asc/dscbiasesinoceansalinityonatimescale>1week.2. Allremainingzonal asc/dscbiasesweseearecausedbythegalaxy.3. Theerrorisproportionaltothestrengthofthereflectedgalacticradiation.

( ) ( ) ( ) ( )( ) ( ) ( ) ( ) ( ) ( )

( )( )

( ) ( )

( )( )

( ) ( )( ) ( )

,

, ,

,

, ,

1 : zonal average z:orbital angle

B B B

B B B

A gal

A gal A gal

A gal

A gal A gal

T z T z T z z

z p z T z q z T z T z

T zp z

T z T z

T zq z

T z T z

p z q z

¢® º + D

é ùD = × + × - -ë û

-=

+ -

=+ -

+ =

( ) ( )B BT z T z¢ ¢= -

( ) ( ) ( ) ( )B B B BT z T z T z T z¢ ¢+ - = + -

( ) ( ) ( ) 0B BT z T z z= - Þ D =

Page 26: Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing

EffectofZonalSymmetrizationrequiresnoancillaryfield(ARGO,HYCOM)

asc– dscbiasesusingGO+SMAPfore/aftmodel

asc– dscafterincludingzonalsymmetrizationcorrection

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AntennaPatterns

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AntennaPatternCorrection(APC):TB =A·TA

horn111.0300-0.0350+0.050020.00011.0641+0.030030.0000-0.02581.0755

horn211.0337-0.03040.000020.00271.0435-0.01443-0.0006+0.02111.0555

horn311.0420-0.0326+0.025020.00111.0328+0.021530.0000-0.01481.0489

A-matrixV3,V4,V5

horn111.04484-0.03827-0.003872-0.002971.078600.030893-0.00009-0.025821.07551

horn211.04967-0.03432-0.007372-0.000631.05936-0.015583-0.002720.011121.05553

horn311.05800-0.03435-0.011572-0.000361.048480.007083-0.00324-0.014801.04885

A-matrix(I,Q,U)GRASP2012orbitsimulator

A-matrixusinghybridpatterns

horn111.03009-0.03410-0.0006120.000281.061660.023573-0.00011-0.025901.07779

horn211.03465-0.02829-0.0073920.002841.04475-0.016063-0.003730.010311.06918

horn311.04505-0.03028-0.0065520.001621.038350.003063-0.00321-0.014131.05891

• GRASPpatternsresultedintoolargespilloverandthushighTBoverland(Amazon).• V5APCisbasedonhybridpatterns(E.Dinnat)thatmovepowerfromthebacklobe

tothemainandnear-sidelobes.• TuningofAIU andAQUtominimizeobservedcross-couplings.

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Far-Sidelobe CorrectionbasedonSimulatorMitigateLandContamination

, , ,ˆ

toa toa toaD = -BE BE BET T T

"observed"TBcalculatedfromorbitsimulator

integratingoverantennapatterns

TBatboresight(averagedover3dBfootprint)

Tableisstratifiedaccordingtothespacecraftnadirlongitude(1440elementsin0.25° increment),thespacecraftpositioninorbit(1440elementsin0.25° increment),month(12elements),polarization(v-pol,h-pol),andhorn(inner,middle,andouter)andtakestheformTb_land_correction(1440,1440,12,2,3).

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LandCorrectionBIASSSSAquarius– HYCOMasfunctionoflog(gland)

nolandcorrectionlandcorrectionV3.0

landcorrectionhybridAP

Page 31: Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing

LandCorrectionStdDevSSSAquarius– HYCOMasfunctionoflog(gland)

nolandcorrectionlandcorrectionV3.0

landcorrectionhybridAP

Page 32: Geophysical Model Function of the Aquarius V5.0 Salinity ... · Geophysical Model Function of the Aquarius V5.0 Salinity Retrievals Frank Wentz and Thomas Meissner Remote Sensing

Summary• TheAquariusV5GMFisacomplexmodelconsistingof

SpeculardielectricmodelSurfaceroughnessmodelAbsorptionofatmosphericoxygenReflectedgalacticradiation(modifiedgeometricoptics)FaradayrotationintheionosphereHybridantennapatterns(GRASPwithS.O.adjustment)

• Limitedempiricaladjustments• Therearenopost-hocempiricaladjustments(SSTbias

correction,…)asinpreviousversions.• TheV5GMFisphysicallybasedwithinthecontextofthe

standardformulationfortheMWOceanRadiativeTransferModel(MWO-RTM).