A case study in engineering model validation using new wavelet‐based methods

作者: Raymond R. Hill , Cara C. Rupp , Kaitlyn M. Jones , Andrew D. Atkinson

DOI: 10.1002/QRE.2415

关键词: Artificial intelligenceModel validationPattern recognitionComputer scienceWavelet

摘要:

参考文章(10)
M. A. Sprague, T. L. Geers, A spectral-element method for modelling cavitation in transient fluid-structure interaction International Journal for Numerical Methods in Engineering. ,vol. 60, pp. 2467- 2499 ,(2004) , 10.1002/NME.1054
William L. Oberkampf, Matthew F. Barone, Measures of agreement between computation and experiment: validation metrics Journal of Computational Physics. ,vol. 217, pp. 5- 36 ,(2006) , 10.1016/J.JCP.2006.03.037
David L Donoho, Iain M Johnstone, Ideal spatial adaptation by wavelet shrinkage Biometrika. ,vol. 81, pp. 425- 455 ,(1994) , 10.1093/BIOMET/81.3.425
R G Sargent, Verification and validation of simulation models Journal of Simulation. ,vol. 7, pp. 12- 24 ,(2013) , 10.1057/JOS.2012.20
Raymond R. Hill, Alex J. Gutman, Roger D. Moulder, Tom D. Stafford, Kelly R. Bush, Case Studies: Definitive Screening Applied to a Simulation Study of the F100-229 Engine Repair Network Quality Engineering. ,vol. 27, pp. 424- 436 ,(2015) , 10.1080/08982112.2015.1023315
Andrew D. Atkinson, Raymond R. Hill, Joseph J. Pignatiello, G. Geoffrey Vining, Edward D. White, Eric Chicken, Dynamic Model Validation Metric Based on Wavelet Thresholded Signals Journal of Verification, Validation and Uncertainty Quantification. ,vol. 2, pp. 021002- ,(2017) , 10.1115/1.4036965
Andrew D. Atkinson, Raymond R. Hill, Joseph J. Pignatiello,, G. Geoffrey Vining, Edward D. White, Eric Chicken, Wavelet ANOVA approach to model validation Simulation Modelling Practice and Theory. ,vol. 78, pp. 18- 27 ,(2017) , 10.1016/J.SIMPAT.2017.08.004
Andrew D. Atkinson, Raymond R. Hill, Joseph J. Pignatiello, G. Geoffrey Vining, Edward D. White, Eric Chicken, Wavelet ANOVA bisection method for identifying simulation model bias Simulation Modelling Practice and Theory. ,vol. 80, pp. 66- 74 ,(2018) , 10.1016/J.SIMPAT.2017.10.002
David Goldsman, Richard E. Nance, James R. Wilson, A brief history of simulation winter simulation conference. pp. 310- 313 ,(2009) , 10.1109/WSC.2009.5429341
O. Balci, Verification, validation, and certification of modeling and simulation applications Proceedings of the 2003 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.03EX693). ,vol. 1, pp. 150- 158 ,(2003) , 10.1109/WSC.2003.1261418