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Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec Computational Aerosciences Branch NASA Langley and Ames Research Centers 1

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Page 1: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

NearfieldSummaryandStatisticalAnalysisoftheSecondAIAASonic

BoomPredictionWorkshop

MikeParkandMarianNemecComputationalAerosciences Branch

NASALangleyandAmesResearchCenters1

Page 2: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Motivation• Commercialsupersonicoverlandflightiscurrentlyprohibited– Supersonicoverlandflightisanenablerforentryintonewvehiclemarket

• Aninternationalefforttoquantifytheaccuracyandreliabilityofpredictionmethodssupportsthereplacementtheprohibitionwithacertificationstandard

• Deficienciesinexistingmethodsshouldbenotedtofocusresearchonaddressingweaknesses

2

Page 3: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Motivation• Nearfield CFDispartofsonicboomprediction

• Impartiallycomparesignaturesbyuniforminvestigationof– PropagationandLoudnessmeasures

– Gridrefinement– Statistics

3

Page 4: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

ModelsandCases

• Designedtoproducesimilarsignatureswitharangeofsimulationcomplexity

• Mach1.6• EulerandReynolds-averagedNavier-Stokes(RANS)atflightunitReynoldsnumberof5.7millionpermeterrequested

• USStandardatmosphereat15,760meteraltitude

• Propulsionboundaryconditionsprovided

4

Page 5: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

C25F(shown)andC25P

5

DevelopedinAIAA-2016-2260andAIAA-2016-2261withEulermethod

• C25Fflow-throughnacelle(required)

• C25Ppoweredconfigurations(optional)

Page 6: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

JWB• InversedesigntorecoverC25FequivalentareadistributionbyJAXAwithEulerandpanelmethods

6

Page 7: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

AXIE• InversedesigntorecoverC25Fnearfieldat3bodylengthsbyAndersonandAftosmiswithEulermethod

7

Page 8: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

NearfieldEnsembleMeanR=3,PHI=0°

8

Page 9: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

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C25PPressureDisturbance

dp/pinf

Page 10: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

10

C25FPressureDisturbance

dp/pinf

Page 11: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

11

JWBPressureDisturbance

dp/pinf

Page 12: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

12

AXIEPressureDisturbance

dp/pinf

Page 13: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

AXIE,C25F,andC25PProvidedGrids

• Mixedelementandtetrahedra onlyfamiliesofcoregridswithsemistructured Mach-alignedcollargrids(sameasSBPW1,seeAIAA-2014-115)– 0.6to56millionnodeEulerAXIE(5)– 3-104millionnodeEulerC25F(6)– 5-138millionnodeviscousC25F(6)– 3-52millionnodeEulerC25P(5)– 5-70millionnodeviscousC25P(5)

13

Page 14: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

JWBProvidedGrids

• HeldenMesh generatedsurfaceandtetrahedralvolumegridswithanisotropicMach-alignedspacingfunctioninasinglegridtopology– 6,11,and18millionnodeEulerJWB(3)

14

Page 15: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

ParticipantGrids

• Participantsalsoprovidedgridsbasedontheirbestpractices– Gridsreceivedbeforetheworkshopwereavailableasoptionalgrids

• Aseriesofthreegridswasrequestedfromparticipantswithadaptivemethods– Finalgridandtwocoarserintermediates

15

Page 16: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

• Subjectivemetrics• Thesehumanexperiencesarecorrelatedtonoisedescriptorsthroughexperiments– Leatherwoodetal.JASA2002– StevensMarkVIIPerceivedLevel(PL)

LoudnessandAnnoyance

16

Page 17: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

ExpectedGridConvergence

• Consistentmethodsshouldapproachavalueasthegridisrefinedto“zero”h(inversecuberootofCFDcontrolvolumes,propagationfixed)

17CharacteristicGridLength(h)

Second-order

First-order

Page 18: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

AXIEPLGridConvergence

AA AA

AA

AA

ABAB AB

AB

BA

BA

BA

BC

BC

BC

CA CACA

CA

CACC CC

CC

CC

CCDA DA

DA

DA

DA

DB DBDB

DB

DB

EA

EA

ECEC EC

FA FA FAGAGA GA GA GA GAHA HA HA

HA

IA IA IA

IA

IC

IC IC

JA JA

JAJC JD

KA

KA

KA

h

PL

(d

B)

0 0.5 1 1.5 2 2.570

72

74

76

78

80

82

84

86

18

AA AA

AA

AAABAB

AB

AB

BA

BA

BA

BC

BC

BC

CA CACA

CA

CACCCC

CC

CC

CC

DA

DA DA

DA

DADB

DBDB

DB

DB

EA

EA EC

EC

EC

FA FAFA

GAGA GA GA GAGAHA HA HA

HAIA IA IA

IA

IC

IC IC

JA JAJA

JC JD

KA

KA

KA

hP

L (

dB

)

0 0.5 1 1.5 2 2.570

72

74

76

78

80

82

84

86

R=3 R=5

• ParticipantDreportedthatthecollargridconstructionwasnotoptimalfortheirsolver

• ParticipantCreportediterativeconvergencedifficultiesinthecollargrid,butnotattheextractionlocation

EulerRANS

Page 19: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

AXIEGridConvergence,R=5

19

AA AA

AA

AAABAB

AB

AB

BA

BA

BA

BC

BC

BC

CA CACA

CA

CACCCC

CC

CC

CC

DA

DA DA

DA

DADB

DBDB

DB

DB

EA

EA EC

EC

EC

FA FAFA

GAGA GA GA GAGAHA HA HA

HAIA IA IA

IA

IC

IC IC

JA JAJA

JC JD

KA

KA

KA

hP

L (

dB

)

0 0.5 1 1.5 2 2.570

72

74

76

78

80

82

84

86

• AnormofthesignatureistreatedlikethePLscalarandthesignatureispointwiseextrapolated(Richardson,Roache)fromthreegridstoinfinitelyrefinedgrid(h=0)

• Theredareaistheextrapolation,largestatshocks

EulerRANS

FA

Page 20: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

AXIEGridConvergence,R=5

20

AA AA

AA

AAABAB

AB

AB

BA

BA

BA

BC

BC

BC

CA CACA

CA

CACCCC

CC

CC

CC

DA

DA DA

DA

DADB

DBDB

DB

DB

EA

EA EC

EC

EC

FA FAFA

GAGA GA GA GAGAHA HA HA

HAIA IA IA

IA

IC

IC IC

JA JAJA

JC JD

KA

KA

KA

hP

L (

dB

)

0 0.5 1 1.5 2 2.570

72

74

76

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86

• AnormofthesignatureistreatedlikethePLscalarandthesignatureispointwiseextrapolated(Richardson,Roache)fromthreegridstoinfinitelyrefinedgrid(h=0)

• Theredareaistheextrapolation,confirmingdivergence

EulerRANS

DA

Page 21: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

JWBPLGridConvergence,PHI=10°

AB AB

AB

AE AE AEAE

BB

BB

BB

CCCC

CC

CC

CDCD CD CDDB DB DB

EA

EA EA

EB

EB EB

EC EC EC

FAFA

FA

GAGA GA GA GA GA

GDGD

GD

HB HB HBIA IA IA

JB JB JB

JC

JD

h

PL

(d

B)

0 0.5 1 1.5 2 2.570

72

74

76

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86

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AB AB

AB

AE AE AE

AE

BB

BB

BB

CC

CC CC CC

CD CDCD

CD

DB DBDB

EA

EAEA

EB

EBEB

ECEC ECFA FA

FAGAGA GA GA GAGA

GDGD

GD

HBHB HB

IA IA IA

JBJB

JB

JC

JD

hP

L (

dB

)

0 0.5 1 1.5 2 2.570

72

74

76

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R=1 R=3

• JWBhasthestrongestexpansionandextractiondistancesensitivity

• JWBgridconstructiondifferentfromothermodels• JWBshowedthegreatestreconstructionlimitersensitivity

EulerRANS

Page 22: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

C25FPLGridConvergence,PHI=0°

AC ACAC

AC

ACAC

AD AD

ADAD

AE

AE

AEAE

AFAF

AF

BB

BB

BB

CACA

CA

CACA

CA

CBCB

CB

CBCB

CB

CC CCCC

CCCC

CCCE CE

CE CE

CE

CF CFCF CF

CF

CG CGCG

CG CGCHCI

DADA DA

DA

DADA

DB DB

DB

DB

DB

EA EA

EBEB

ED EDED

FA

FA FA

GAGAGA GAGA

GAGBGBGBGBGBGB

GCGCGC

HCHC

HCHC

IAIA

IA

IB

JA JA

JAJCJD

KA

KAKA

KAKB

KB KBKC

KC

KDKD

h

PL

(d

B)

0 0.5 1 1.5 2 2.570

72

74

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22

ACAC AC

AC

AC AC

ADAD

AD AD

AE

AE

AE

AE

AFAF

AFBB

BBBB

CA CACA

CACA

CA

CB CBCB

CBCB

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CC CC CC

CCCC CC

CE CECE CE

CE

CF CFCF CF

CF

CG CG

CGCG CGCH

DADA DA

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DADA

DB DB

DB

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EA EA

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EDEDED

FA FA

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GAGAGA GA GAGAGBGBGBGBGBGB

GCGCGC

HC HCHC

HC

IAIA

IAIB

JAJA

JAJC JD

KA

KAKA

KAKB

KBKB

KC

KC

KDKD

hP

L (

dB

)

0 0.5 1 1.5 2 2.570

72

74

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R=3 R=5

• Trendchangeforthefinermeshes(newphysics)• RANShasmorefinegridvariationthanEuler(smallergrids)• C25Phassimilartrends(whenupdatesaftertheworkshopincluded)

EulerRANS

Page 23: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

StatisticalMethod

• Goalistoidentify“different”results,not“correct”or“wrong”

• Box(halfofsubmissions)andwhiskerplots(95%coveragefornormaldistribution)

• UsedbyDragPredictionWorkshop(AIAA-2017-1209)

23

MedianMean

75%

25%

~5%

~95%

Outlier

Page 24: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

PLEulerfromR=3

24

AXIE JWB C25F C25P

(deg) (deg) (deg) (deg)

Page 25: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

C25FandC25PfromR=3

25

C25FEuler C25PEuler

(deg) (deg) (deg) (deg)

C25FRANS C25PRANS

Page 26: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

ProgressSinceSBPW1• MuchquietermeanPL(dB)– SBPW1:91.8axisymmetric,95.5wingbody– SBPW2:77.7axisymmetric,79.4wingbody

• Standarddeviationisdifficulttocompare,PL(dB)islogarithmic– SBPW1:0.3axisymmetric,0.2wingbody– SBPW2:0.6axisymmetric,1.4wingbody

• Morecomplexandmoresubmissions– Statisticsforrequiredfullconfiguration– Optionalpropulsionboundaryconditioncase

26

Page 27: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Phi (degrees)

PL (d

B)

0 10 20 30 40 50 60848586878889909192939495

1A2B3C4C5C6C7E8M9O10Q11Q

Phi (degrees)

PL (d

B)

0 10 20 30 40 50 60848586878889909192939495

1A2B3C4C5C6C7E8M9O10Q11Q

27

LM1021PLCarpet,R=1.4

PHI(deg)

Page 28: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

28

C25FRANSPLCarpet,R=1

Page 29: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

29

C25FEulerPLCarpet,R=1

Page 30: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Conclusions

• PLtrendswithgridrefinementwereshownfortheAXIE,JWB,andC25F– AXIEconvergencethebestwithoutliersatR=5– AXIEobservationsatR=5confirmedwithexaminationofnearfieldsignatureconvergence

– JWBhadalargervariationthanthemorecomplexC25F

30

Page 31: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Conclusions

• PLstatisticsvisualizedwithboxandwhiskerplots– EulerandRANSanalyzedseparatelywhensufficientsamplesavailable

– Thesizeofthebox(middle50%)waslargestfortheJWBEuler

– RANShaslargerboxthanEulerforC25FandC25P

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Page 32: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Conclusions

• Progressmadesincethefirstworkshopidentified– Simplecasesmuchquieter– JWBhadalargerstandarddeviation,butPLlogrithmic

– StatisticsavailableforcomplexC25FandC25P

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Page 33: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

InthePaper

• Gridconvergenceofnearfieldsubmissions– ConfirmsandexplainsthetrendsshowninPL

• Pointwisemeanandstandarddeviationofnearfieldsubmissions– EulerandRANSnearfielddifferbymorethanonestandarddeviationinmanyimportantlocations

• Liftanditerativeconvergence– EulerandRANSliftapproachdifferentvalueswithgridconvergence

33

Page 34: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

InthePaper

• Detailsofrequiredgridfamilies• Summariesofparticipantpresentations• Discussion,recommendations,andnextstepstowardSBPW3– QuieterSBPW2casesexposedissuesnotseeninSBPW1

– Quieterconfigurations,ideallyatorbelow75PL(dB)– Additionalresearchneededtoreducesensitivitytoconvectionscheme

– Establishingbenchmark(archivedsubmissions)

34

Page 35: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Acknowledgments• Allparticipants• MathiasWintzer,IrianOdaz,JamesFenbert,andSriram Rallabhandi

forC25FandC25Pdesigns• GeorgeAndersonandMichaelAftosmis forAXIEdesign• AtsushiUeno,MasashiKanamori,andYoshikazuMakinoforJWB

geometry• AndrewClemensforJWBgrids• MarieDenisen,Adrein Loseille,Alaa Elmiligui,andMikeAftosmis

forgridevaluationandfeedback• ScottBrynildsen,BillJones,andSriram Rallabhandi forgeometry

preparation• JoeDerlaga forstatisticaltools• NASACommercialSupersonicTechnologyProjectofthe

FundamentalAerodynamicsProgram.

35

Page 36: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

36

PerceivedLevel(PL)

• Signaturesoundpressurelevelisgatheredinto1/3octavebands

• Bandlevelsareconvertedintosones(loudness)

• Sones fromeachbandarecombined

• Sones areconvertedintoPLvialogarithm

Page 37: Nearfield Summary and Statistical Analysis of the Second ... · Nearfield Summary and Statistical Analysis of the Second AIAA Sonic Boom Prediction Workshop Mike Park and Marian Nemec

Nearfield Plotting

• Tauisdistancefromfreestream Machconeoriginatingattipofnose

• Deltapressuredividedbyfreestream pressureisscaledbythesquarerootofradius inbodylengths– Signaturesatdifferentradiireadilycomparableand“aging”effectobserved

37

R