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8lexanderM5ock¹WMM:MLeilaMMays H WMLutzMRastaetter H WM8ndersMYnnerman O WMandMTimoMRopinski¹

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¹M$epartmentMofMScienceMandMTechnologyWMLinköpingMUniversity

H

M9ommunityM9oordinatedMModelingM9enterWMGoddardMSpaceM7lightM9enterWMN8S8

8lexanderM5ock¹WMM:MLeilaMMays H WMLutzMRastaetter H WM8ndersMYnnerman O WMandMTimoMRopinski¹

VCMass: A Framework for Verification

of Coronal Mass Ejection Ensemble Simulations

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WeMutilizeMthreeMgroupsMofMdataMsetsMinMourMframeworkV

O:M ImageryM collectedM fromM coronagraphM andM heliographicM imagersM aboardMMtheMSOHOMandMST6R6OM8MandM5Mspacecraft:

H:M6nsembleMsimulationsMofMtheM9M6MthatMproduceM4$MvolumetricMdataM containingMmanyMdataMfieldsMze:g:WMparticleMdensityMorMtemperatureR:M 6achMsimulation.sMinitialMconditionMisMbasedMonM4MparametersMderivedM fromMapproximatingMtheM9M6MonMtheMimageryMusingMaMconeVMlocationM zlongitudeMandMlatitudeRWMvelocityWMandMopeningMangle:

E:M GroundM truthM measuredM dataM ofM 9M6sM thatM impactM 6arthM orM aM spacecraftM inM theM solarM systemM equippedM withM appropriateM measurementMdevices:

6nsembleMSelectionMView

UsingMtheM6nsembleMSelectionMViewWMtheManalystMhasMaMdirectMoverviewM overMallMensembleMmembers:MTheMmainMviewMshowsMtheMlongitudeMandM latitudeM onM theM horizontalM andM verticalM axisM andM theM openingM angleM usingMtheMsizeMofMtheMglyph:MTheMcolorMcodingMdependsMonMtheMchosenM errorMmetric:MTheMerrorMmetricMcanMeitherMbeMgroundMtruthMdataMzarrivalM timeWMorMmagneticMfieldMdirectionsRMorMderivedMfromMaMtimewdependentM errorWMforMexampleManMimagewbasedMcomparisonMbetweenMtheMsatelliteM imageryM andM theM simulation:M TheM otherM viewsM showM theM projectionM intoMlongitudeIvelocityMandMlatitudeIveloctityMrespectively:

TimelineMView

8fterM selectingM anM ensembleM memberM inM theM SelectionM ViewWM theM TimelineMViewMshowsMtheMevolutionMofMtheMtimewdependentMerrorMforM theMparticularMmember:MTheMalgorithmMusedMforMcomputingMtheMerrorMisM deliberatelyM heldM flexible:M 9urrentlyWM weM areM experimentingM withM anM approachMthatMusesMopticalMflowManalysisMandMaMperceptualMdifferenceM metricM toM compareM aM renderingM ofM theM simulationM dataM withM theM satelliteMimageryMforMeachMtimestepMofMtheMsimulation:

TheMTimelineMViewMallowsMtheManalystMtoMgainMaMdeeperMunderstandingM ofM theM error.sM compositionM byM inspectingM eachM instrumentM andM satelliteMseparately:MTheMcolorMschemeMisMchosenMtoMmaintainMaMmentalM registration-MaMprimaryMcolorMisMselectedMforMeachMspacecraftWMandMit.sM instrumentsMuseMaMperceptuallyMcloseMvariationMofMthatMcolor:M

RenderingMView

SelectingMaMspecificMtimeMinMtheMTimelineMViewMloadsMtheMappropriateM timestepMofMtheMsimulationMinMtheMRenderingMView:MThisMviewMshowsM theMrenderingMofMtheM9M6MembeddedMwithMplanetaryMbodiesMasMwellMasM theM fieldsM ofM viewM ofM theM involvedM instruments:M ThisM interactiveM visualizationM allowsM theM analystM toM inspectM theM E$M structureM ofM theM 9M6WMaMtaskMwhichMtheyMcannotMperformMwithMtheirMcurrentMtools:M5yM usingMaMprototypeMofMourMframeworkWMcollaborationMpartnersMalreadyM detectedMstructuresMinMtheM9M6MthatMwereMpreviouslyMunknownMtoMtheM solarMphysicsMcommunity:

TheM simulationM isM storedM inM aM sphericalM coordinateM system:M ToM circumventMresamplingMartefactsWMweMperformMtheMvolumeMrenderingM inM sphericalM coordinatesM asM well:M 6achM sampleM onM theM rayM isM transformedM intoM sphericalM coordinatesWM whichM areM usedM forM theM lookup:M ThisM techniqueM allowsM bothM forM anM adaptiveM samplingM schemeWMasMthereMisMmoreMdataMavailableMcloserMtoMtheMoriginWMasMwellM asMaMmoreMaccurateMinterpolationMbasedMonMSL6RPMinterpolation:

SOHOMIIML8S9OM9E

TheM6nsembleMSelectionMViewMcoloringMglyphsMbyMgroundwtruthMarrivalMtimes

WhatMisMSpaceMWeatherP

SpaceMweatherMisMtheMdescriptionMofMtheMenvironmentalMconditionsMinM ourMsolarMsystemMandMitsMeffectsMonMplanetaryMbodiesMandMspacecraft:M TheMdominantMfactorMinMdeterminingMspaceMweatherMisMtheMSunWMasMitM producesM bothM theM solarM windWM aM constantM streamM ofM chargedM particlesWMasMwellMasMhighMenergyMeventsMsuchMasMsolarMflaresMorMcoronalM massM ejections:M TheseM eventsM haveM dramaticM effectsM onM 6arthM andM manwmadeMsatellitesWMwhichMprovidesMimmenseMimportanceMtoMtheirM prediction:

9oronalMMassM6jections

9oronalMmassMejectionsMz9M6RMareMeventsMthatMoccurMwhenMmagneticMfieldM linesM onM theM SunM reconnect:M ThisM acceleratesM giantM plasmaM cloudsM intoM interplanetaryMspace:MTheMbiggestM9M6MonMrecordMisMtheM9arringtonM6ventM fromM O3(qM thatM generatedM aurorasM asM farM southM asM theM SaharaM andM damagedMtelegraphMlinesMworldwide:MItMisMestimatedMthatMaMsimilarMeventM todayM wouldM causeM upM toM AH:)M trillionM inM damagesM inM NorthM 8mericaM aloneMandMtheMresultingMpowerMoutageMcouldMlastMforMupMtoMHMyears:

OurMframework

SpaceMweatherManalystsMcanMuseMourMframeworkMtoMcompareMensembleMrunsMthatMareM producedMtoMpredictMtheMevolutionMandMpropagationMofM9M6s:M6nsemblesMareMnecessaryM asMtheMinitialMconditionsMareMmanuallyMselectedWMthusMintroducingMmeasurementMerrors:M ThroughMcomparisonMofMtheseMensembleMparametersWMtheManalystMcanMgainMaMdeeperM understandingMofMtheM9M6sWMaMfieldMthatMisMnotMyetMwellMunderstoodMinMgeneral:

StereoM8MIIM9ORMH StereoM8MIIMHIMO StereoM8MIIMHIMH

TheMcoronagraphMimagersMandMheliosphericMimagersMthatMareMusedMretrievingMtheMsimulationMparametersMandMproducingMimagewbasedMcomparisons 8MrenderingMofMtheM6NLILMsimulation

TheM6nsembleMSelectionMViewMcoloringMglyphsMbyMaMderivedMtimewdependentMerrorMvalue

TheMsatelliteMimageryWMasMwellMasMtheMlocationMofMplanetaryMbodiesMandMspacecraftsWMisMembeddedM intoMtheME$MvolumeMrenderingMofMaMselectedMtimestep:MShownMhereMisMtheMtimestepMrightMbeforeM

theM9M6MhitsMtheM6arthMinMtheMtop:M8llM'MinstrumentsMareMshownMusingMprojectiveMtexturing:

TheMTimelineMViewMshowsMtheMevolutionMofMtheMtimewdependentMerrorMalongMsimulationMtime:MTheMerrorMcanMbeMshownMinMthreeMways:M7irstWMtheMtotalMerrorMisMshownMasMaM singleMline:MSecondWMtheMerrorMisMgroupedMbyMsatelliteMandMshownMasMaMstackedMgraph:MThirdWMtheMerrorMforMeachMinstrumentMandMeachMsatelliteMisMshownMasMaMstackedMgraphM

OneMwayMofMgeneratingMtheMtimewdependentMerrorMisMusingMimagewbasedWMopticalMflowM analysis:M5yMcomparingMtheMopticalMflowMbetweenMsubsequentMsatelliteMimagesMzshownMhereRM

andMtheMrenderingWMaMperceptualMmeasureMofMagreementMisMderived:

References

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