Automatic Metamodelling of CAE Simulation Models

There are many applications for CAE simulation models in the automotive industry. Simulations are usually less expensive and faster than conducting the real experiment, but still in some applications the simulation run times exceed several days. If the CAE simulation models could be replaced by metamodels, then a drastic runtime reduction would be achieved. divis intelligent solutions has developed reliable metamodels of CAE simulation models within a FAT research project.

[1]  Brian D. Ripley,et al.  Pattern Recognition and Neural Networks , 1996 .

[2]  Harro Kiendl,et al.  Ein Verfahren zur Generierung regelbasierter Modelle für dynamische Systeme , 1989 .

[3]  G. Schwarz.  Estimating the Dimension of a Model , 1978 .

[4]  G. Wahba.  Smoothing noisy data with spline functions , 1975 .

[5]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[6]  Vladimir N. Vapnik,et al.  The Nature of Statistical Learning Theory , 2000, Statistics for Engineering and Information Science.

[7]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[8]  David J. Hand,et al.  Statistics and computing: the genesis of data science , 2015, Statistics and Computing.

[9]  P. Werbos,et al.  Beyond Regression : "New Tools for Prediction and Analysis in the Behavioral Sciences , 1974 .

[10]  H. Akaike.  A new look at the statistical model identification , 1974 .

[11]  Raymond Ros,et al.  Real-Parameter Black-Box Optimization Benchmarking 2009: Experimental Setup , 2009 .

[12]  Jianming Ye.  On Measuring and Correcting the Effects of Data Mining and Model Selection , 1998 .

[13]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[14]  Thomas Bäck,et al.  Contemporary Evolution Strategies , 2013, Natural Computing Series.

[15]  David Barber,et al.  Bayesian Classification With Gaussian Processes , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  Bernhard Schölkopf,et al.  A tutorial on support vector regression , 2004, Stat. Comput..

[17]  Ron Kohavi,et al.  A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection , 1995, IJCAI.

[18]  Alexander J. Smola,et al.  Nonparametric Quantile Estimation , 2006, J. Mach. Learn. Res..

[19]  Günter Rudolph,et al.  Contemporary Evolution Strategies , 1995, ECAL.

[20]  Thomas Bäck,et al.  Evolutionary Algorithms in Theory and Practice , 1996 .