Statistical design and analysis of computer experiments for the generation of parsimonious metamodels

We review the use of statistical design and analysis of computer experiments (DACE) for the generation of parsimonious, surrogate models, also known as metamodels. Such metamodels are used to replace cpu- or memory-intensive, discretized approximations that often arise in MEMS and MOEMS. Emphasis is placed on optimal designs.

[1]  Jerome Sacks,et al.  Computer Experiments for Quality Control by Parameter Design , 1990 .

[2]  T. J. Mitchell,et al.  Bayesian Prediction of Deterministic Functions, with Applications to the Design and Analysis of Computer Experiments , 1991 .

[3]  Jerome Sacks,et al.  Integrated circuit design optimization using a sequential strategy , 1992, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst..

[4]  Henry P. Wynn,et al.  Screening, predicting, and computer experiments , 1992 .

[5]  R. H. Hardin,et al.  A new approach to the construction of optimal designs , 1993 .

[6]  J. Sacks,et al.  Artic sea ice variability: Model sensitivities and a multidecadal simulation , 1994 .

[7]  William J. Welch,et al.  Parameter space exploration of an ocean general circulation model using an isopycnal mixing parameterization , 1994 .

[8]  R. Barton,et al.  Factorial hypercube designs for spatial correlation regression , 1997 .

[9]  T. Simpson A concept exploration method for product family design , 1998 .

[10]  Farrokh Mistree,et al.  SPATIAL CORRELATION METAMODELS FOR GLOBAL APPROXIMATION IN STRUCTURAL DESIGN OPTIMIZATION , 1998 .

[11]  A. J. Booker,et al.  A rigorous framework for optimization of expensive functions by surrogates , 1998 .

[12]  Bernard Grossman,et al.  Response Surface Models Combining Linear and Euler Aerodynamics for Supersonic Transport Design , 1999 .

[13]  David M. Woodcock,et al.  Designing Efficient Computer Experiments for Metamodel Generation , 2000 .

[14]  P. Cousseau,et al.  Optimal Design of Computer Experiments for Metamodel Generation Using I-OPT , 2000 .

[15]  Jerome Sacks,et al.  Circuit optimization via sequential computer experiments: design of an output buffer , 2002 .