메뉴 건너뛰기




Volumn , Issue , 2010, Pages

Towards a better understanding of model validation metrics

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY ASSESSMENT; EXPERIMENTAL DATUM; KEY CHARACTERISTICS; PHYSICAL EXPERIMENTS; QUANTITATIVE MEASURES; SOURCES OF UNCERTAINTY; STOCHASTIC CHARACTERISTIC; STOCHASTIC VALIDATION;

EID: 84880827535     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.2514/6.2010-9240     Document Type: Conference Paper
Times cited : (10)

References (53)
  • 1
    • 19944417612 scopus 로고    scopus 로고
    • Verification, Validation, and Predictive Capability in Computational Engineering and Physics
    • Oberkampf, W.L., Trucano, T.G., and Hirsch, C., "Verification, Validation, and Predictive Capability in Computational Engineering and Physics, " Applied Mechanics Reviews, Vol. 57, No. 5, 2004, pp. 345-384.
    • (2004) Applied Mechanics Reviews , vol.57 , Issue.5 , pp. 345-384
    • Oberkampf, W.L.1    Trucano, T.G.2    Hirsch, C.3
  • 7
    • 43049160063 scopus 로고    scopus 로고
    • A Design-Driven Validation Approach Using Bayesian Prediction Models
    • Chen, W., Xiong, Y., Tsui, K.L., and Wang, S., "A Design-Driven Validation Approach Using Bayesian Prediction Models, " ASME Journal of Mechanical Design, Vol. 130, No. 2, 2008, pp. 021101.
    • (2008) ASME Journal of Mechanical Design , vol.130 , Issue.2 , pp. 021101
    • Chen, W.1    Xiong, Y.2    Tsui, K.L.3    Wang, S.4
  • 8
    • 60849133001 scopus 로고    scopus 로고
    • A Better Understanding of Model Updating Strategies in Validating Engineering Models
    • Xiong, Y., Chen, W., Tsui, K.L., and Apley, D.W., "A Better Understanding of Model Updating Strategies in Validating Engineering Models, " Computer Methods in Applied Mechanics and Engineering, Vol. 198, No. 15-16, 2009, pp. 1327-1337.
    • (2009) Computer Methods in Applied Mechanics and Engineering , vol.198 , Issue.15-16 , pp. 1327-1337
    • Xiong, Y.1    Chen, W.2    Tsui, K.L.3    Apley, D.W.4
  • 10
    • 43949170124 scopus 로고
    • Statistical Validation
    • Mayer, D.G., and Butler, D.G., "Statistical Validation, " Ecological Modelling, Vol. 68, No. 1-2, 1993, pp. 21-32.
    • (1993) Ecological Modelling , vol.68 , Issue.1-2 , pp. 21-32
    • Mayer, D.G.1    Butler, D.G.2
  • 13
    • 39149123528 scopus 로고    scopus 로고
    • Verification and Validation Benchmarks
    • Oberkampf, W.L., and Trucano, T.G., "Verification and Validation Benchmarks, " Nuclear Engineering and Design, Vol. 238, No. 3, 2008, pp. 716-743.
    • (2008) Nuclear Engineering and Design , vol.238 , Issue.3 , pp. 716-743
    • Oberkampf, W.L.1    Trucano, T.G.2
  • 15
    • 33746327131 scopus 로고    scopus 로고
    • Measures of Agreement Between Computation and Experiment: Validation Metrics
    • Oberkampf, W.L., and Barone, M.F., "Measures of Agreement Between Computation and Experiment: Validation Metrics, " Journal of Computational Physics, Vol. 217, No. 1, 2006, pp. 5-36.
    • (2006) Journal of Computational Physics , vol.217 , Issue.1 , pp. 5-36
    • Oberkampf, W.L.1    Barone, M.F.2
  • 17
    • 0037280922 scopus 로고    scopus 로고
    • Spectral Elements and Field Separation for An Acoustic Fluid Subject to Cavitation
    • Sprague, M.A., and Geers, T.L., "Spectral Elements and Field Separation for An Acoustic Fluid Subject to Cavitation, " Journal of Computational Physics, Vol. 184, No. 1, 2003, pp. 149-162.
    • (2003) Journal of Computational Physics , vol.184 , Issue.1 , pp. 149-162
    • Sprague, M.A.1    Geers, T.L.2
  • 18
    • 0343759806 scopus 로고    scopus 로고
    • Error Measures for Comparing Transient Data: Part I, Development of A Comprehensive Error Measure
    • pp. 175-184
    • Russell, D.M., "Error Measures for Comparing Transient Data: Part I, Development of A Comprehensive Error Measure, " Proceedings of the 68th Shock and Vibration Symposium, 1997, pp. 175-184.
    • (1997) Proceedings of the 68th Shock and Vibration Symposium
    • Russell, D.M.1
  • 19
    • 0343759804 scopus 로고    scopus 로고
    • Error Measures for Comparing Transient Data: Part II, Error Measures Case Study
    • pp. 185-198
    • Russell, D.M., "Error Measures for Comparing Transient Data: Part II, Error Measures Case Study, " Proceedings of the 68th Shock and Vibration Symposium, 1997, pp. 185-198.
    • (1997) Proceedings of the 68th Shock and Vibration Symposium
    • Russell, D.M.1
  • 20
    • 35348944410 scopus 로고    scopus 로고
    • Validation Metrics for Response Histories: Perspectives and Case Studies
    • Schwer, L.E., "Validation Metrics for Response Histories: Perspectives and Case Studies, " Engineering with Computers, Vol. 23, No. 4, 2007, pp. 295-309.
    • (2007) Engineering with Computers , vol.23 , Issue.4 , pp. 295-309
    • Schwer, L.E.1
  • 23
    • 3343008964 scopus 로고    scopus 로고
    • Model Validation via Uncertainty Propagation and Data Transformations
    • Chen, W., Baghdasaryan, L., Buranathiti, T., and Cao, J., "Model Validation via Uncertainty Propagation and Data Transformations, " AIAA Journal, Vol. 42, No. 7, 2004, pp. 1406-1415.
    • (2004) AIAA Journal , vol.42 , Issue.7 , pp. 1406-1415
    • Chen, W.1    Baghdasaryan, L.2    Buranathiti, T.3    Cao, J.4
  • 25
    • 5444237044 scopus 로고    scopus 로고
    • Validation of Reliability Computational Models Using Bayes Networks
    • Mahadevan, S., and Rebba, R., "Validation of Reliability Computational Models Using Bayes Networks, " Reliability Engineering & System Safety, Vol. 87, No. 1, 2005, pp. 223-232.
    • (2005) Reliability Engineering & System Safety , vol.87 , Issue.1 , pp. 223-232
    • Mahadevan, S.1    Rebba, R.2
  • 27
    • 0037399810 scopus 로고    scopus 로고
    • Bayesian Methodology for Reliability Model Acceptance
    • Zhang, R., and Mahadevan, S., "Bayesian Methodology for Reliability Model Acceptance, " Reliability Engineering & System Safety, Vol. 80, No. 1, 2003, pp. 95-103.
    • (2003) Reliability Engineering & System Safety , vol.80 , Issue.1 , pp. 95-103
    • Zhang, R.1    Mahadevan, S.2
  • 28
    • 33645831991 scopus 로고    scopus 로고
    • Model Validation: Model Parameter and Measurement Uncertainty
    • Hills, R.G., "Model Validation: Model Parameter and Measurement Uncertainty, " ASME Journal of Heat Transfer, Vol. 128, No. 4, 2006, pp. 339-351.
    • (2006) ASME Journal of Heat Transfer , vol.128 , Issue.4 , pp. 339-351
    • Hills, R.G.1
  • 29
    • 79960665170 scopus 로고    scopus 로고
    • Bayesian Probabilistic PCA Approach for Model Validation of Dynamic System
    • 2009-01-1404
    • Yang, R.J., Barbat, S., and Weerappuli, P., "Bayesian Probabilistic PCA Approach for Model Validation of Dynamic System, " Proceedings of the SAE World Congress, 2009, 2009-01-1404.
    • (2009) Proceedings of the SAE World Congress
    • Yang, R.J.1    Barbat, S.2    Weerappuli, P.3
  • 32
    • 43049099334 scopus 로고    scopus 로고
    • Sandia National Laboratories Validation Workshop: Structural Dynamics Application
    • Red-Horse, J.R., and Paez, T.L., "Sandia National Laboratories Validation Workshop: Structural Dynamics Application, " Computer Methods in Applied Mechanics and Engineering, Vol. 197, No. 29-32, 2008, pp. 2578-2584.
    • (2008) Computer Methods in Applied Mechanics and Engineering , vol.197 , Issue.29-32 , pp. 2578-2584
    • Red-Horse, J.R.1    Paez, T.L.2
  • 34
    • 33646101846 scopus 로고    scopus 로고
    • Validation of Models With Multivariate Output
    • Rebba, R., and Mahadevan, S., "Validation of Models With Multivariate Output, " Reliability Engineering & System Safety, Vol. 91, No. 8, 2006, pp. 861-871.
    • (2006) Reliability Engineering & System Safety , vol.91 , Issue.8 , pp. 861-871
    • Rebba, R.1    Mahadevan, S.2
  • 35
    • 38049134421 scopus 로고    scopus 로고
    • Bayesian Validation Assessment of Multivariate Computational Models
    • Jiang, X., and Mahadevan, S., "Bayesian Validation Assessment of Multivariate Computational Models, " Journal of Applied Statistics, Vol. 35, No. 1, 2008, pp. 49-65.
    • (2008) Journal of Applied Statistics , vol.35 , Issue.1 , pp. 49-65
    • Jiang, X.1    Mahadevan, S.2
  • 36
    • 43049119387 scopus 로고    scopus 로고
    • Model Validation and Predictive Capability for The Thermal Challenge Problem
    • Ferson, S., Oberkampf, W.L., and Ginzburg, L., "Model Validation and Predictive Capability for The Thermal Challenge Problem, " Computer Methods in Applied Mechanics and Engineering, Vol. 197, No. 29-32, 2008, pp. 2408-2430.
    • (2008) Computer Methods in Applied Mechanics and Engineering , vol.197 , Issue.29-32 , pp. 2408-2430
    • Ferson, S.1    Oberkampf, W.L.2    Ginzburg, L.3
  • 37
    • 33745727483 scopus 로고    scopus 로고
    • Validation and Error Estimation of Computational Models
    • Rebbaa, R., Mahadevan, S., and Huang, S., "Validation and Error Estimation of Computational Models, " Reliability Engineering & System Safety, Vol. 91, No. 10-11, 2006, pp. 1390-1397.
    • (2006) Reliability Engineering & System Safety , vol.91 , Issue.10-11 , pp. 1390-1397
    • Rebbaa, R.1    Mahadevan, S.2    Huang, S.3
  • 40
    • 0000301907 scopus 로고
    • Remarks on Multivariate Transformation
    • Rosenblatt, M., "Remarks on Multivariate Transformation, " The Annals of Mathematical Statistics, Vol. 23, No. 3, 1952, pp. 470-472.
    • (1952) The Annals of Mathematical Statistics , vol.23 , Issue.3 , pp. 470-472
    • Rosenblatt, M.1
  • 41
    • 0002243162 scopus 로고
    • Determination Des Distributions De Probabilités Dont Des Marges Sont Données
    • Nataf, A., "Determination Des Distributions De Probabilités Dont Des Marges Sont Données, " C.R. Academy of Sciences, Vol. 255, 1962, pp. 42-43.
    • (1962) C.R. Academy of Sciences , vol.255 , pp. 42-43
    • Nataf, A.1
  • 43
    • 0011525457 scopus 로고
    • A Bayesian Approach to Transformations to Normality
    • Pericchi, L.R., "A Bayesian Approach to Transformations to Normality, " Biometrika, Vol. 68, No. 1, 1981, pp. 35-43.
    • (1981) Biometrika , vol.68 , Issue.1 , pp. 35-43
    • Pericchi, L.R.1
  • 44
    • 40949090092 scopus 로고    scopus 로고
    • Computational Methods for Model Reliability Assessment
    • Rebba, R., and Mahadevan, S., "Computational Methods for Model Reliability Assessment, " Reliability Engineering & System Safety, Vol. 93, No. 8, 2008, pp. 1197-1207.
    • (2008) Reliability Engineering & System Safety , vol.93 , Issue.8 , pp. 1197-1207
    • Rebba, R.1    Mahadevan, S.2
  • 47
    • 0000298252 scopus 로고    scopus 로고
    • The Intrinsic Bayes Factor for Model Selection and Prediction
    • Berger, J.O., and Pericchi, L.R., "The Intrinsic Bayes Factor for Model Selection and Prediction, " Journal of the American Statistical Association, Vol. 91, No. 433, 1996, pp. 109-122.
    • (1996) Journal of the American Statistical Association , vol.91 , Issue.433 , pp. 109-122
    • Berger, J.O.1    Pericchi, L.R.2
  • 49
    • 0036544606 scopus 로고    scopus 로고
    • Verification and Validation in Computational Fluid Dynamics
    • Oberkampf, W.L., and Trucano, T.G., "Verification and Validation in Computational Fluid Dynamics, " Progress in Aerospace Sciences, Vol. 38, No. 2, 2002, pp. 209-272.
    • (2002) Progress in Aerospace Sciences , vol.38 , Issue.2 , pp. 209-272
    • Oberkampf, W.L.1    Trucano, T.G.2
  • 50
    • 0030619006 scopus 로고    scopus 로고
    • A Hypothesis Testing Framework for Evaluating Ecosystem Model Performance
    • Loehle, C., "A Hypothesis Testing Framework for Evaluating Ecosystem Model Performance, " Ecological Modelling, Vol. 97, No. 3, 1997, pp. 153-165.
    • (1997) Ecological Modelling , vol.97 , Issue.3 , pp. 153-165
    • Loehle, C.1
  • 51
    • 2942717231 scopus 로고    scopus 로고
    • Model Validation Using Equivalence Tests
    • Robinson, A.P., and Froese, R.E., "Model Validation Using Equivalence Tests, " Ecological Modelling, Vol. 176, No. 3-4, 2004, pp. 349-358.
    • (2004) Ecological Modelling , vol.176 , Issue.3-4 , pp. 349-358
    • Robinson, A.P.1    Froese, R.E.2
  • 53
    • 0018999407 scopus 로고
    • A Methodology for Cost-Risk Analysis in The Statistical Validation of Simulation Models
    • Blaci, O., and Sargent, R.G., "A Methodology for Cost-Risk Analysis in The Statistical Validation of Simulation Models, " Communications of the ACM, Vol. 24, No. 4, 1981, pp. 190-197.
    • (1981) Communications of the ACM , vol.24 , Issue.4 , pp. 190-197
    • Blaci, O.1    Sargent, R.G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.