Observations Regarding Algorithms Required for Robust CFD Codes

Over the last three decades Computational Fluid Dynamics (CFD) has gradually joined the wind tunnel and flight test as a primary flow analysis tool for aerodynamic designers. CFD has had its most favorable impact on the aerodynamic design of the high-speed cruise configuration of a transport. This s...

Full description

Saved in:
Bibliographic Details
Published inMathematical modelling of natural phenomena Vol. 6; no. 3; pp. 2 - 27
Main Authors Johnson, F. T., Kamenetskiy, D. S., Melvin, R. G., Venkatakrishnan, V., Wigton, L. B., Young, D. P., Allmaras, S. R., Bussoletti, J. E., Hilmes, C. L.
Format Journal Article
LanguageEnglish
Published Les Ulis EDP Sciences 01.01.2011
Subjects
Online AccessGet full text
ISSN0973-5348
1760-6101
1760-6101
DOI10.1051/mmnp/20116301

Cover

Abstract Over the last three decades Computational Fluid Dynamics (CFD) has gradually joined the wind tunnel and flight test as a primary flow analysis tool for aerodynamic designers. CFD has had its most favorable impact on the aerodynamic design of the high-speed cruise configuration of a transport. This success has raised expectations among aerodynamicists that the applicability of CFD can be extended to the full flight envelope. However, the complex nature of the flows and geometries involved places substantially increased demands on the solution methodology and resources required. Currently most simulations involve Reynolds-Averaged Navier-Stokes (RANS) codes although Large Eddy Simulation (LES) and Detached Eddy Suimulation (DES) codes are occasionally used for component analysis or theoretical studies. Despite simplified underlying assumptions, current RANS turbulence models have been spectacularly successful for analyzing attached, transonic flows. Whether or not these same models are applicable to complex flows with smooth surface separation is an open question. A prerequisite for answering this question is absolute confidence that the CFD codes employed reliably solve the continuous equations involved. Too often, failure to agree with experiment is mistakenly ascribed to the turbulence model rather than inadequate numerics. Grid convergence in three dimensions is rarely achieved. Even residual convergence on a given grid is often inadequate. This paper discusses issues involved in residual and especially grid convergence.
AbstractList Over the last three decades Computational Fluid Dynamics (CFD) has gradually joined the wind tunnel and flight test as a primary flow analysis tool for aerodynamic designers. CFD has had its most favorable impact on the aerodynamic design of the high-speed cruise configuration of a transport. This success has raised expectations among aerodynamicists that the applicability of CFD can be extended to the full flight envelope. However, the complex nature of the flows and geometries involved places substantially increased demands on the solution methodology and resources required. Currently most simulations involve Reynolds-Averaged Navier-Stokes (RANS) codes although Large Eddy Simulation (LES) and Detached Eddy Suimulation (DES) codes are occasionally used for component analysis or theoretical studies. Despite simplified underlying assumptions, current RANS turbulence models have been spectacularly successful for analyzing attached, transonic flows. Whether or not these same models are applicable to complex flows with smooth surface separation is an open question. A prerequisite for answering this question is absolute confidence that the CFD codes employed reliably solve the continuous equations involved. Too often, failure to agree with experiment is mistakenly ascribed to the turbulence model rather than inadequate numerics. Grid convergence in three dimensions is rarely achieved. Even residual convergence on a given grid is often inadequate. This paper discusses issues involved in residual and especially grid convergence. [PUBLICATION ABSTRACT]
Over the last three decades Computational Fluid Dynamics (CFD) has gradually joined the wind tunnel and flight test as a primary flow analysis tool for aerodynamic designers. CFD has had its most favorable impact on the aerodynamic design of the high-speed cruise configuration of a transport. This success has raised expectations among aerodynamicists that the applicability of CFD can be extended to the full flight envelope. However, the complex nature of the flows and geometries involved places substantially increased demands on the solution methodology and resources required. Currently most simulations involve Reynolds-Averaged Navier-Stokes (RANS) codes although Large Eddy Simulation (LES) and Detached Eddy Suimulation (DES) codes are occasionally used for component analysis or theoretical studies. Despite simplified underlying assumptions, current RANS turbulence models have been spectacularly successful for analyzing attached, transonic flows. Whether or not these same models are applicable to complex flows with smooth surface separation is an open question. A prerequisite for answering this question is absolute confidence that the CFD codes employed reliably solve the continuous equations involved. Too often, failure to agree with experiment is mistakenly ascribed to the turbulence model rather than inadequate numerics. Grid convergence in three dimensions is rarely achieved. Even residual convergence on a given grid is often inadequate. This paper discusses issues involved in residual and especially grid convergence.
Author Hilmes, C. L.
Johnson, F. T.
Bussoletti, J. E.
Kamenetskiy, D. S.
Wigton, L. B.
Young, D. P.
Allmaras, S. R.
Melvin, R. G.
Venkatakrishnan, V.
Author_xml – sequence: 1
  givenname: F. T.
  surname: Johnson
  fullname: Johnson, F. T.
  email: forrester.johnson@boeing.com
  organization: Contractor to The Boeing Company through YourEncore
– sequence: 2
  givenname: D. S.
  surname: Kamenetskiy
  fullname: Kamenetskiy, D. S.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 3
  givenname: R. G.
  surname: Melvin
  fullname: Melvin, R. G.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 4
  givenname: V.
  surname: Venkatakrishnan
  fullname: Venkatakrishnan, V.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 5
  givenname: L. B.
  surname: Wigton
  fullname: Wigton, L. B.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 6
  givenname: D. P.
  surname: Young
  fullname: Young, D. P.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 7
  givenname: S. R.
  surname: Allmaras
  fullname: Allmaras, S. R.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 8
  givenname: J. E.
  surname: Bussoletti
  fullname: Bussoletti, J. E.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
– sequence: 9
  givenname: C. L.
  surname: Hilmes
  fullname: Hilmes, C. L.
  organization: The Boeing Company, PO Box 3707, Seattle, Washington 98124-2207, USA
BookMark eNqFkE1Lw0AQhhepYK09eg_e0852sx85SYlWhUKlKIKXZZvs1tQkm-4mav-9ra0eBHEuA8PzvgzPKepUttIInWMYYKB4WJZVPRwBxowAPkJdzBmEDAPuoC7EnISUROIE9b1fwXYIjghAF13OFl67N9XktvLBXC-Vy_JqGYyLpXV581Lujus2dzoLjHXB3C5a3wTJ5CpIbKb9GTo2qvC6f9g99Di5fkhuw-ns5i4ZT8OURLgJMTFRpiNOzcLERkepIGq0oIoJhmkMBrBhkYgBskgzgRkIrjmhKYkpiVMiSA8N9r1tVavNuyoKWbu8VG4jMcidAbkzIL8NbAMX-0Dt7LrVvpEr27pq-6MUIo4FUEa3ENlDqbPeO21kmjdfLhqn8uLP6vBX6r9XDnzuG_3xAyv3KhknnEoBT5Lz5-Thno8kI5_OxYmk
CitedBy_id crossref_primary_10_1063_5_0138863
crossref_primary_10_1017_aer_2015_10
crossref_primary_10_2514_1_J052646
crossref_primary_10_1002_fld_5045
crossref_primary_10_2514_1_J052676
crossref_primary_10_2514_1_J053535
crossref_primary_10_2514_1_J058523
crossref_primary_10_1016_j_ijheatfluidflow_2015_12_005
crossref_primary_10_2514_1_C034940
crossref_primary_10_2514_1_C037849
crossref_primary_10_3390_aerospace10030230
Cites_doi 10.1016/j.jcp.2004.05.001
10.1016/0045-7825(92)90024-E
10.2514/6.2003-3987
10.2514/6.2010-4547
10.1201/9781420011685
10.1016/0021-9991(91)90291-R
10.1016/S0021-9991(03)00074-3
10.2514/6.2003-3986
10.1016/j.compfluid.2004.06.005
ContentType Journal Article
Copyright EDP Sciences, 2011
Copyright_xml – notice: EDP Sciences, 2011
DBID BSCLL
AAYXX
CITATION
7QF
7QO
7QQ
7SC
7SE
7SP
7SR
7TA
7TB
7TK
7U5
8BQ
8FD
F28
FR3
H8D
H8G
JG9
JQ2
KR7
L7M
L~C
L~D
P64
ADTOC
UNPAY
DOI 10.1051/mmnp/20116301
DatabaseName Istex
CrossRef
Aluminium Industry Abstracts
Biotechnology Research Abstracts
Ceramic Abstracts
Computer and Information Systems Abstracts
Corrosion Abstracts
Electronics & Communications Abstracts
Engineered Materials Abstracts
Materials Business File
Mechanical & Transportation Engineering Abstracts
Neurosciences Abstracts
Solid State and Superconductivity Abstracts
METADEX
Technology Research Database
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
Aerospace Database
Copper Technical Reference Library
Materials Research Database
ProQuest Computer Science Collection
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Biotechnology and BioEngineering Abstracts
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
Materials Research Database
Civil Engineering Abstracts
Aluminium Industry Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Ceramic Abstracts
Neurosciences Abstracts
Materials Business File
METADEX
Biotechnology and BioEngineering Abstracts
Computer and Information Systems Abstracts Professional
Aerospace Database
Copper Technical Reference Library
Engineered Materials Abstracts
Biotechnology Research Abstracts
Solid State and Superconductivity Abstracts
Engineering Research Database
Corrosion Abstracts
Advanced Technologies Database with Aerospace
ANTE: Abstracts in New Technology & Engineering
DatabaseTitleList Materials Research Database

Database_xml – sequence: 1
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
EISSN 1760-6101
EndPage 27
ExternalDocumentID 10.1051/mmnp/20116301
2454624401
10_1051_mmnp_20116301
ark_67375_80W_77ZCTP72_6
Genre Feature
GroupedDBID -E.
.FH
0E1
169
3V.
4.4
5GY
5VS
7~V
8FE
8FG
8FH
AADXX
AAFWJ
AAOTM
ABDBF
ABJCF
ABJNI
ABKKG
ABUBZ
ABZDU
ACACO
ACGFS
ACIMK
ACIWK
ACPRK
ACQPF
ADBBV
AEMTW
AENEX
AFAYI
AFHSK
AFKRA
AFRAH
AFUTZ
AJPFC
ALMA_UNASSIGNED_HOLDINGS
ARABE
ARAPS
AZPVJ
BENPR
BHPHI
BPHCQ
BSCLL
C0O
CS3
DC4
EBS
EJD
ESX
F5P
FRP
GFF
GI~
HCIFZ
HG-
HST
HZ~
I-F
I.6
IL9
I~P
J36
J38
J9A
K6V
K7-
L6V
LK8
LO0
M-V
M0N
M7P
M7S
O9-
OK1
P2P
P62
PQQKQ
PROAC
RCA
RED
RR0
S6-
TUS
WQ3
WXU
WXY
~8M
AAOGA
AAYXX
ABGDZ
ABNSH
ACRPL
ACUHS
ADNMO
AGQPQ
AMVHM
CITATION
7QF
7QO
7QQ
7SC
7SE
7SP
7SR
7TA
7TB
7TK
7U5
8BQ
8FD
F28
FR3
H8D
H8G
JG9
JQ2
KR7
L7M
L~C
L~D
P64
ADTOC
UNPAY
ID FETCH-LOGICAL-c341t-13f4de475fbf9fe4c83a2b5a6861590f01f648900d4e6816087e735c39539c383
IEDL.DBID UNPAY
ISSN 0973-5348
1760-6101
IngestDate Tue Aug 19 19:20:32 EDT 2025
Mon Jun 30 10:18:01 EDT 2025
Tue Jul 01 01:22:51 EDT 2025
Thu Apr 24 23:04:43 EDT 2025
Wed Oct 30 09:49:06 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 3
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c341t-13f4de475fbf9fe4c83a2b5a6861590f01f648900d4e6816087e735c39539c383
Notes PII:S0973534811063012
istex:F42707A2477DCAF6C4B350059B27E81586255E30
publisher-ID:mmnp201163p2
ark:/67375/80W-77ZCTP72-6
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 14
OpenAccessLink https://proxy.k.utb.cz/login?url=https://www.mmnp-journal.org/articles/mmnp/pdf/2011/03/mmnp201163p2.pdf
PQID 889980565
PQPubID 626347
PageCount 26
ParticipantIDs unpaywall_primary_10_1051_mmnp_20116301
proquest_journals_889980565
crossref_citationtrail_10_1051_mmnp_20116301
crossref_primary_10_1051_mmnp_20116301
istex_primary_ark_67375_80W_77ZCTP72_6
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2011-01-01
PublicationDateYYYYMMDD 2011-01-01
PublicationDate_xml – month: 01
  year: 2011
  text: 2011-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Les Ulis
PublicationPlace_xml – name: Les Ulis
PublicationTitle Mathematical modelling of natural phenomena
PublicationYear 2011
Publisher EDP Sciences
Publisher_xml – name: EDP Sciences
References R3
R4
R5
R7
R8
Johnson (R6) 2005; 34
Bieterman (R2) 1992; 101
Pierce (R10) 2004; 200
Young (R15) 1991; 92
R12
R14
Petrovskaya (R9) 2008; 32
Venditti (R13) 2003; 187
Spalart (R11) 1994; 1
R1
References_xml – volume: 200
  start-page: 769
  year: 2004
  ident: R10
  publication-title: J. Comp Phys.
  doi: 10.1016/j.jcp.2004.05.001
– volume: 101
  start-page: 225
  year: 1992
  ident: R2
  publication-title: Computer Methods in Applied Mechanics and Engineering
  doi: 10.1016/0045-7825(92)90024-E
– volume: 1
  start-page: 5
  year: 1994
  ident: R11
  publication-title: La Recherche Ae’rospatiale
– ident: R14
  doi: 10.2514/6.2003-3987
– ident: R12
  doi: 10.2514/6.2010-4547
– ident: R3
  doi: 10.1201/9781420011685
– volume: 92
  start-page: 1
  year: 1991
  ident: R15
  publication-title: J. Comp Phys.
  doi: 10.1016/0021-9991(91)90291-R
– volume: 187
  start-page: 22
  year: 2003
  ident: R13
  publication-title: J. Comp Phys.
  doi: 10.1016/S0021-9991(03)00074-3
– ident: R1
– ident: R4
– ident: R5
– ident: R7
  doi: 10.2514/6.2003-3986
– volume: 32
  start-page: 69
  issue: 2
  year: 2008
  ident: R9
  publication-title: CMES: Computer Modeling in Engineering & Sciences
– volume: 34
  start-page: 1115
  year: 2005
  ident: R6
  publication-title: Computers & Fluids
  doi: 10.1016/j.compfluid.2004.06.005
– ident: R8
SSID ssj0000314300
Score 1.9363377
Snippet Over the last three decades Computational Fluid Dynamics (CFD) has gradually joined the wind tunnel and flight test as a primary flow analysis tool for...
SourceID unpaywall
proquest
crossref
istex
SourceType Open Access Repository
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 2
SubjectTerms 65N12
65N22
65N30
65N50
adjoint
Aerodynamics
Algorithms
CFD
Fluid dynamics
grid refinement
Mathematical models
residual convergence
turbulence model
Title Observations Regarding Algorithms Required for Robust CFD Codes
URI https://api.istex.fr/ark:/67375/80W-77ZCTP72-6/fulltext.pdf
https://www.proquest.com/docview/889980565
https://www.mmnp-journal.org/articles/mmnp/pdf/2011/03/mmnp201163p2.pdf
UnpaywallVersion publishedVersion
Volume 6
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVEBS
  databaseName: EBSCOhost Academic Search Ultimate
  customDbUrl: https://search.ebscohost.com/login.aspx?authtype=ip,shib&custid=s3936755&profile=ehost&defaultdb=asn
  eissn: 1760-6101
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000314300
  issn: 1760-6101
  databaseCode: ABDBF
  dateStart: 20061101
  isFulltext: true
  titleUrlDefault: https://search.ebscohost.com/direct.asp?db=asn
  providerName: EBSCOhost
– providerCode: PRVEBS
  databaseName: EBSCOhost Mathematics Source - HOST
  customDbUrl:
  eissn: 1760-6101
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000314300
  issn: 1760-6101
  databaseCode: AMVHM
  dateStart: 20061101
  isFulltext: true
  titleUrlDefault: https://www.ebsco.com/products/research-databases/mathematics-source
  providerName: EBSCOhost
– providerCode: PRVAHI
  databaseName: EDP Open
  customDbUrl:
  eissn: 1760-6101
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000314300
  issn: 1760-6101
  databaseCode: GI~
  dateStart: 20060101
  isFulltext: true
  titleUrlDefault: https://www.edp-open.org/
  providerName: EDP
– providerCode: PRVIHZ
  databaseName: EuDML: The European Digital Mathematics Library
  customDbUrl:
  eissn: 1760-6101
  dateEnd: 20121231
  omitProxy: true
  ssIdentifier: ssj0000314300
  issn: 1760-6101
  databaseCode: LO0
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://eudml.org/journals
  providerName: EuDML: The European Digital Mathematics Library
– providerCode: PRVPQU
  databaseName: ProQuest Technology Collection
  customDbUrl:
  eissn: 1760-6101
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000314300
  issn: 1760-6101
  databaseCode: 8FG
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/technologycollection1
  providerName: ProQuest
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9NAEB61yQEu0PJQQ2nlA-Ih4cbuPn2qokBSkChV1YjCZeX17qaoiWPFjoAe-O3s2uuoVAJxQLIsyx6v7Z3xzsx6_H0AzzKCqLGWEGKiSIhT-845ipdQGo1MjJjR9WTOhxN6PMHvL8jFBozbf2FcWeV8nheh78oGKtjXiPXdkX6hTN-5rX6E6h1um6LCJojKbEKXEhuUd6A7OTkdfK6R9hgKCap5tGJGXbIUxR5t01pk02bThmeGab1T13X0999CzzurvEh_fEtnsxteaHQfLtv7b4pPrg5WlTzIrm9BO_6HB9yCez5SDQbNSduwofMHsO3HgjJ46QGrXz2Eo49yPbdbBmd66qwunwaD2XSx_Fpdzt1OV3GsVWBj5OBsIVdlFQxHb4LhQunyEUxGb8-Hx6EnZggz6_Qcfb3BSmNGjDSJ0TjjKD2UJKXcxkdJZKLYUMyTKFJYUx7TiDPNEMlQQlCS2Zz4MXTyRa53ILDjQRqnmCprSzhTkmtqRwxHH2y0tLlMD163ChGZRy135BkzUX89J7FwPSRa_fXg-Vq8aOA6_ihYa3ctlS6vXI0bI4JHnwRjX4bnp-xQ0B7stuoXXmWl4C5LtaEj6cGLtUX8_YJP_llyF-42E9dueQqdarnSezbyqeQ-bPLR2K7H737uewv_BYC-AME
linkProvider Unpaywall
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3fb9MwED6N9gFeGBsgygD5AQ2QyJrMv5KnqSrrpkkb07SKwYsVx3aH1qZRk2psf_3sxKnGJBAPSHmInIuT-C6-75zLdwDvM4qZsZYQEKpoQFL7zrkSL4E0GpsIc6PrxZzjE3Y4JkcX9GINDtp_YVxa5WyWF4EfyoYq2OeI9d2RfqFM37mtfojrBrfPcGEDRGUeQZdRC8o70B2fnA6-10x7HAcU13W0Is5csBRGnm3TWmTTZ9OHrwzTeqeuG-hfv0HPx8u8SG-u0-n0nhcarcNle_9N8snVzrKSO9ntA2rH__CAz-CpR6po0Jy0AWs634QNPxeU6KMnrP70HPa-ytXabonO9MRZXT5Bg-lkvvhZXc5co8s41gpZjIzO5nJZVmg4-oKGc6XLFzAe7Z8PDwNfmCHIrNNz5esNUZpwaqRJjCZZjNNdSVMWW3yUhCaMDCNxEoaKaBZHLIy55phmOKE4yWxM_BI6-TzXrwDZ-SCNUsKUtSWSKRlrZmcMVz7YaGljmR58bhUiMs9a7opnTEX99ZxGwo2QaPXXg-2VeNHQdfxRsNbuSipdXLkcN05FHH4TnP8Ynp_yXcF6sNWqX3iVlSJ2UaqFjrQHH1YW8fcLvv5nyS140ixcu-0NdKrFUr-1yKeS77xV3wGKAv6d
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Observations+Regarding+Algorithms+Required+for+Robust+CFD+Codes&rft.jtitle=Mathematical+modelling+of+natural+phenomena&rft.au=Johnson%2C+F+T&rft.au=Kamenetskiy%2C+D+S&rft.au=Melvin%2C+R+G&rft.au=Venkatakrishnan%2C+V&rft.date=2011-01-01&rft.pub=EDP+Sciences&rft.issn=0973-5348&rft.eissn=1760-6101&rft.volume=6&rft.issue=3&rft.spage=2&rft_id=info:doi/10.1051%2Fmmnp%2F20116301&rft.externalDBID=NO_FULL_TEXT&rft.externalDocID=2454624401
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0973-5348&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0973-5348&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0973-5348&client=summon