메뉴 건너뛰기




Volumn 96, Issue 9, 2011, Pages 1137-1149

Bayesian uncertainty analysis with applications to turbulence modeling

Author keywords

Bayesian analysis; Forward propagation of uncertainty; Model inadequacy representations; Model validation under uncertainty; Stochastic model classes; Turbulence modeling

Indexed keywords

BAYESIAN ANALYSIS; BUILDING BLOCKES; COMPETING MODELS; DECISION MAKERS; EXPERIMENTAL DATA; EXPERIMENTAL OBSERVATION; FORWARD PROPAGATION; MODEL POSTERIORS; MODEL VALIDATION UNDER UNCERTAINTY; POSTERIOR PROBABILITY; RELATIVE PLAUSIBILITIES; SPALART-ALLMARAS MODEL; SPALART-ALLMARAS TURBULENCE MODEL; TURBULENCE MODELING; UNCERTAINTY QUANTIFICATIONS; VALIDATION PROCESS;

EID: 79959591356     PISSN: 09518320     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ress.2010.09.013     Document Type: Article
Times cited : (247)

References (60)
  • 4
    • 0032136251 scopus 로고    scopus 로고
    • Validation in simulation: Various positions in the philosophy of science
    • G.B. Kleindorfer, L. O'Neill, and R. Ganeshan Validation in simulation: various positions in the philosophy of science Management Science 44 8 1998 1087 1099 (Pubitemid 128569654)
    • (1998) Management Science , vol.44 , Issue.8 , pp. 1087-1099
    • Kleindorfer, G.B.1    O'Neill, L.2    Ganeshan, R.3
  • 9
    • 43049156580 scopus 로고    scopus 로고
    • A systematic approach to model validation based on Bayesian updates and prediction related rejection criteria
    • I. Babuška, F. Nobile, and R. Tempone A systematic approach to model validation based on Bayesian updates and prediction related rejection criteria Computer Methods in Applied Mechanics and Engineering 197 2008 2517 2539
    • (2008) Computer Methods in Applied Mechanics and Engineering , vol.197 , pp. 2517-2539
    • Babuška, I.1    Nobile, F.2    Tempone, R.3
  • 10
    • 4344712048 scopus 로고    scopus 로고
    • Verification and validation in computational engineering and science: Basic concepts
    • I. Babuška, and J.T. Oden Verification and validation in computational engineering and science: basic concepts Computer Methods in Applied Mechanics and Engineering 193 3638 2005 4057 4066
    • (2005) Computer Methods in Applied Mechanics and Engineering , vol.193 , Issue.3638 , pp. 4057-4066
    • Babuška, I.1    Oden, J.T.2
  • 11
    • 70049095137 scopus 로고    scopus 로고
    • Verification and validation benchmarks
    • Sandia National Laboratories, Unlimited Release
    • Oberkampf WL, Trucano TG. Verification and validation benchmarks, Technical Report SAND2007-0853, Sandia National Laboratories, Unlimited Release; 2007.
    • (2007) Technical Report SAND2007-0853
    • Oberkampf, W.L.1    Trucano, T.G.2
  • 12
    • 77955238167 scopus 로고    scopus 로고
    • Perspective: Validation - What does it mean?
    • P.J. Roache Perspective: validation - what does it mean? ASME Journal of Fluids Engineering 131 3 2008 1 3
    • (2008) ASME Journal of Fluids Engineering , vol.131 , Issue.3 , pp. 1-3
    • Roache, P.J.1
  • 14
    • 79959588467 scopus 로고    scopus 로고
    • S. I. S. Organization, SISO 19892009
    • S. I. S. Organization, SISO, 〈 http://www.sisostds.org/ 〉, 19892009.
  • 15
    • 79959583075 scopus 로고    scopus 로고
    • ASME Committee V&V 20, Standard for verification and validation in computational fluid dynamics and heat transfer, ASME V&V 20-2009, 30 November 2009
    • ASME Committee V&V 20, Standard for verification and validation in computational fluid dynamics and heat transfer, ASME V&V 20-2009, 30 November 2009.
  • 16
  • 18
    • 49549151853 scopus 로고
    • Application of the energy dissipation model of turbulence to the calculation of flow near a spinning disc
    • B.E. Launder, and B.I. Sharma Application of the energy dissipation model of turbulence to the calculation of flow near a spinning disc Letters in Heat and Mass Transfer 1 2 1974 131 138
    • (1974) Letters in Heat and Mass Transfer , vol.1 , Issue.2 , pp. 131-138
    • Launder, B.E.1    Sharma, B.I.2
  • 19
    • 0000104174 scopus 로고
    • Thin-layer approximation and algebraic model for separated turbulent flows
    • Baldwin BS, Lomax H. Thin-layer approximation and algebraic model for separated turbulent flows, AIAA Paper 78-257; 1978.
    • (1978) AIAA Paper , pp. 78-257
    • Baldwin, B.S.1    Lomax, H.2
  • 20
    • 0024104472 scopus 로고
    • Reassessment of the scale determining equation for advanced turbulence models
    • D.C. Wilcox Reassessment of the scale determining equation for advanced turbulence models AIAA Journal 26 11 1988 1311 1320
    • (1988) AIAA Journal , vol.26 , Issue.11 , pp. 1311-1320
    • Wilcox, D.C.1
  • 21
    • 0027988926 scopus 로고
    • A one-equation turbulence model for aerodynamic flows
    • P.R. Spalart, and S.R. Allmaras A one-equation turbulence model for aerodynamic flows La Recherche Aérospatiale 1 1994 5 32
    • (1994) La Recherche Aérospatiale , vol.1 , pp. 5-32
    • Spalart, P.R.1    Allmaras, S.R.2
  • 24
    • 0003071240 scopus 로고
    • A one-equation turbulence model for aerodynamic flows
    • Spalart PR, Allmaras SR. A one-equation turbulence model for aerodynamic flows. AIAA Paper 92-439; 1992.
    • (1992) AIAA Paper , vol.92 , Issue.439
    • Spalart, P.R.1    Allmaras, S.R.2
  • 26
    • 0000235984 scopus 로고    scopus 로고
    • Updating models and their uncertainties. I: Bayesian statistical framework
    • J.L. Beck, and L.S. Katafygiotis Updating models and their uncertainties. I: Bayesian statistical framework ASCE Journal of Engineering Mechanics 124 1998 455 461 (Pubitemid 128571487)
    • (1998) Journal of Engineering Mechanics , vol.124 , Issue.4 , pp. 455-461
    • Beck, J.L.1    Katafygiotis, L.S.2
  • 27
    • 1342266172 scopus 로고    scopus 로고
    • Model selection using response measurements: Bayesian probabilistic approach
    • DOI 10.1061/(ASCE)0733-9399(2004)130:2(192)
    • J.L. Beck, and K.V. Yuen Model selection using response measurements: a Bayesian probabilistic approach ASCE Journal of Engineering Mechanics 130 2004 192 203 (Pubitemid 38242322)
    • (2004) Journal of Engineering Mechanics , vol.130 , Issue.2 , pp. 192-203
    • Beck, J.L.1    Yuen, K.-V.2
  • 29
    • 44849109895 scopus 로고    scopus 로고
    • Algorithms for Bayesian model class selection of higher-dimensional dynamic systems
    • Las Vegas, Nevada, USA, September 4-7
    • Cheung SH, Beck JL. Algorithms for Bayesian model class selection of higher-dimensional dynamic systems. Computers and information in engineering conferences, Las Vegas, Nevada, USA, September 47; 2007.
    • (2007) Computers and Information in Engineering Conferences
    • Cheung, S.H.1    Beck, J.L.2
  • 31
    • 78649959659 scopus 로고    scopus 로고
    • New Bayesian updating methodology for model validation and robust predictions of a target system based on hierarchical subsystem tests
    • Accepted for publication
    • Cheung SH, Beck JL. New Bayesian updating methodology for model validation and robust predictions of a target system based on hierarchical subsystem tests, Computer Methods in Applied Mechanics and Engineering. Accepted for publication.
    • Computer Methods in Applied Mechanics and Engineering
    • Cheung, S.H.1    Beck, J.L.2
  • 36
    • 79959579055 scopus 로고    scopus 로고
    • Model class comparison for Bayesian updating and robust predictions using nonlinear dynamic system models
    • Canada: Vancouver; June 4-6
    • Cheung SH, Beck JL. Model class comparison for Bayesian updating and robust predictions using nonlinear dynamic system models, Workshop on statistical methods for dynamic systems. Canada: Vancouver; June 46, 2009.
    • (2009) Workshop on Statistical Methods for Dynamic Systems
    • Cheung, S.H.1    Beck, J.L.2
  • 39
    • 0033701961 scopus 로고    scopus 로고
    • Bayesian probabilistic approach to structural health monitoring
    • M. Vanik, J. Beck, and S. Au Bayesian probabilistic approach to structural health monitoring Journal of Engineering Mechanics 126 2000 738 745
    • (2000) Journal of Engineering Mechanics , vol.126 , pp. 738-745
    • Vanik, M.1    Beck, J.2    Au, S.3
  • 41
    • 27144494935 scopus 로고    scopus 로고
    • A probabilistic approach to structural damage estimation
    • DOI 10.1002/stc.71
    • T. Saito, and K. Morita A probabilistic approach to structural damage estimation Structural Control and Health Monitoring 12 2005 283 299 (Pubitemid 41492343)
    • (2005) Structural Control and Health Monitoring , vol.12 , Issue.3-4 , pp. 283-299
    • Saito, T.1    Mase, S.2    Morita, K.3
  • 42
    • 9644266752 scopus 로고    scopus 로고
    • Application of the spatial wavelet transform and Bayesian approach to the crack detection of a partially obstructed beam
    • H.F. Lam, Y. Lee, H. Sun, G. Cheng, and X. Guo Application of the spatial wavelet transform and Bayesian approach to the crack detection of a partially obstructed beam Thin-Walled Structures 43 2005 1 21
    • (2005) Thin-Walled Structures , vol.43 , pp. 1-21
    • Lam, H.F.1    Lee, Y.2    Sun, H.3    Cheng, G.4    Guo, X.5
  • 43
    • 34250003511 scopus 로고    scopus 로고
    • Experimental characterization of multiple cracks in a cantilever beam utilizing transient vibration data following a probabilistic approach
    • DOI 10.1016/j.jsv.2007.03.028, PII S0022460X07001861
    • H.F. Lam, C.T. Ng, and M. Veidt Experimental characterization of multiple cracks in a cantilever beam utilizing transient vibration data following a probabilistic approach Journal of Sound and Vibration 305 2007 34 49 (Pubitemid 46891479)
    • (2007) Journal of Sound and Vibration , vol.305 , Issue.1-2 , pp. 34-49
    • Lam, H.F.1    Ng, C.T.2    Veidt, M.3
  • 44
    • 38149065122 scopus 로고    scopus 로고
    • Bayesian updating and model class selection of hysteretic structural models using stochastic simulation
    • M. Muto, and J.L. Beck Bayesian updating and model class selection of hysteretic structural models using stochastic simulation Journal of Vibration and Control 14 2008 7 34
    • (2008) Journal of Vibration and Control , vol.14 , pp. 7-34
    • Muto, M.1    Beck, J.L.2
  • 45
    • 45749108998 scopus 로고    scopus 로고
    • Parametric identification and health monitoring of complex ground vehicle models
    • I. Stavrakis, P. Metallidis, and S. Natsiavas Parametric identification and health monitoring of complex ground vehicle models Journal of Vibration and Control 14 2008 1021 1036
    • (2008) Journal of Vibration and Control , vol.14 , pp. 1021-1036
    • Stavrakis, I.1    Metallidis, P.2    Natsiavas, S.3
  • 48
    • 77953761470 scopus 로고    scopus 로고
    • New Bayesian updating methodology for model validation and robust predictions based on data from hierarchical subsystem tests
    • California Institute of Technology
    • Cheung SH, Beck JL. New Bayesian updating methodology for model validation and robust predictions based on data from hierarchical subsystem tests. EERL Report No. 2008-04, California Institute of Technology; 2008.
    • (2008) EERL Report No. 2008-04
    • Cheung, S.H.1    Beck, J.L.2
  • 51
    • 27144481393 scopus 로고    scopus 로고
    • Dover Publications, Revised edition of the work originally published by Springer-Verlag, New York, Inc. in 1991
    • Ghanem RG, Spanos PD. Stochastic finite elements, a spectral approach, Dover Publications, Revised edition of the work originally published by Springer-Verlag, New York, Inc. in 1991; 2003.
    • (2003) Stochastic Finite Elements, A Spectral Approach
    • Ghanem, R.G.1    Spanos, P.D.2
  • 52
    • 34548216854 scopus 로고    scopus 로고
    • Stochastic collocation method for elliptic partial differential equations with random input data
    • Babuška I, Nobile F, Tempone R. A stochastic collocation method for elliptic partial differential equations with random input data. SIAM Journal of Numerical Analysis.
    • SIAM Journal of Numerical Analysis
    • Babuška, I.1    Nobile, F.2    Tempone, R.A.3
  • 57
    • 84856220524 scopus 로고    scopus 로고
    • OpenCFD, Ltd., OpenFOAM User Guide, 〈 http://www.openfoam.com/docs/ user 〉 ; 2009.
    • (2009) OpenFOAM User Guide
  • 60
    • 79959586544 scopus 로고    scopus 로고
    • TACC, Texas Advanced Computing Center
    • TACC, Texas Advanced Computing Center, 〈 http://www.tacc.utexas.edu/ 〉 ; 2008.
    • (2008)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.