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The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector Wind Analysis (V2.0) Carl A. Mears, L. Ricciardulli, J. Scott and F. J. Wentz Remote Sensing Systems Ross Hoffman, S. Mark Leidner Atmospheric and Environmental Research Robert Atlas NOAA/AOML

The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

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Page 1: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

TheCross-CalibratedMulti-Platform(CCMP)OceanVectorWindAnalysis

(V2.0)CarlA.Mears,L.Ricciardulli,J.ScottandF.J.Wentz

RemoteSensingSystems

RossHoffman, S.MarkLeidnerAtmosphericandEnvironmentalResearch

RobertAtlasNOAA/AOML

Page 2: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

Outline

1. WhatisCCMP?2. What’snewinVersion2.03. LimitationsandFuturePlans

Page 3: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

WhatisCCMP?

BackgroundField

SatelliteMeasurementsBuoyWinds Speedsconsistent

withmeasurementswheretheyexist.

DirectioninformationandgapfillingfromBackground

CCMPVectorWindsOriginallyDevelopedbyAtlas,Hoffman,

Page 4: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

VariationalAnalysis• CCMPisconstructedbyminimizingacostfunction.• Thisfunctionhas2parts:

• Agreementwithmeasurements.

• Agreementwiththebackgroundfield.Disagreementwiththebackgroundmustbebothsmall,andsmooth.Enforcedbyconstraintsonthevectormagnitude,divergence,vorticity,andLaplacianoftheBackgroundminusAnalysisdifference.

• ThesetermsareweightedbyempiricallydeterminedweightsthataffectthebehavioroftheVAM.• ForCCMP,thesearechosensothatobservationsaremuchmoreimportantthanthebackground.

( ) ( )22 or A O A OV V V V- -å å

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VariationalAnalysis:EffectoftheWeights

• So:• Whenanobservationexists(andiscloseintime),CCMPwindspeedisveryclose(0.5m/srms)totheobservations.• Whennonearbyobservationsexists,CCMPyieldsthebackgroundfield.• Thesmoothnessconstraintsmakethetransitionfromthesetworegimessmooth,withlowvorticityanddivergence.ThishelpstheVAMassignwinddirectiontowindspeedmeasurementsfromsatellites.

Page 6: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

ERA-Int BackgroundField

Page 7: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

CCMPV2.0

Page 8: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

DifferencesBetweenV1.0andV2.0Version1.0 Version2.0Background:

ERA-40(before1999)ECMWF OperationalAnalysis

Background:ERA-Interim

Satellite RadiometerWindsUsedwhateverRSSversionwasavailable,sodifferentversionsusedovertime.

SatelliteRadiometerWindsUsesRSS Version7only,sointercalibrationbetweensatellitedataismuchimproved.

Uses SSM/I,AMSRE,QuikScat SSMIS, Windsat,AMSR2,GMI,andASCATadded

1987-2011 1987-2016, updatedevery6monthsorso.

RunatNASA GSFC RunatRemoteSensing Systems.(thisiscurrentlydonewithzerofunding)

AvailableviaFTPatftp2.remss.com/ccmp/v02.0/

Page 9: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

Buoys:TAO,Triton,PIRATA,NDBC,RAMA

Page 10: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

HowImportantaretheBuoys?Experiment:RemovemostoftheTAOArrayat5degreesand8Degrees

MonthlyMeanZonalWind,AllBuoys

MonthlyMeanZonalWind,BuoysRemoved

Difference,BuoysRemoved- Baseline

Page 11: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

ProsandLimitations….

Pros:• SpatiallyComplete(nogapsbetweenswaths,nearland,inrain)• Onedatasetspansentiretimeperiod.• WindsinbetteragreementwithobservationsthanReanalysis(butseelimitationsbelow.)• Additionalinformationonintermediate(~200km)lengthscalesascomparedtoreanalysis.

ThesefeatureshavemadetheproductVERYpopular.>350PeerreviewedpapershaveusedCCMPV1andV2.

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Limitations:

• Notsogoodforlong-termtrends.• Problemsoverregionsofanomalousstability.• Problemsinregionsofhighspeedoceancurrents.

• Notsogoodforsmallscalefeatures(<200km).

Page 13: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

Sourcesoftheselimitations

• MuchoftheseproblemsarecausedbydifferencesbetweenERA-InterimandtheSatellitewinds.• Satellitewindsare10mEquivalentNeutralStabilityWinds• ButERA-Int windsareactual10mwinds.• Satellitesmeasurerelativewinds(i.e.relativetotheoceansurface,whichmightbemoving)• ERA-Interimwindsarebiasedlowrelativetosatellitesatwindsaboveabout15m/s.

Page 14: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

CCMPLong-TermTrendLargerthaninitsSources

Page 15: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

Why?

Overtime,moreandmoresatelliteobservationsareincluded.

Thusagreaterproportionofthewindsareadjustedupwardtomatchthehighersatellitewinds

Thisresultsinaspuriousupwardtrend.

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ERA-Int isbiasedlowvs.satellitesathighwindspeed

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AMSR2– ERA-Interim10mWindsJJA2013 RegionsofWarmAiroverColdWater

HighStability->10mwindsdon’tmixdownwell.Surfaceroughnesslessthanusual…

ERA-Interim– AMSR2(m/s)Neartheequator,differencearelikelyduetoacombinationofstability,oceancurrents,andraineffects.

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ERA-Interimconvertedto10mNeutralEquivalentWinds(LiuandTang,1996)

ERA-Interim– AMSR2(m/s)

Page 19: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

AddedhighwindadjustmenttoERA-Interim.

ERA-Interim– AMSR2(m/s)

Page 20: The Cross-Calibrated Multi-Platform (CCMP) Ocean Vector ... · V2.0 Version 1.0 Version 2.0 Background: ERA-40 (before 1999) ECMWFOperational Analysis Background: ERA-Interim SatelliteRadiometer

Improvements

• AdjusttheBackgroundforBackground/ObservationBiases,whichshouldreducespuriousglobaltrends.• Convertbackgroundto10mneutralstabilitywindsbeforeusing.Thisshouldreduceproblemswithregionsofhigh/lowstability.• Accountforoceancurrents,particularlyintropics.• (Long-Term)generateastressproductusingsimilarmethods.

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CCMPLives!