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Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones,Matthias Schonlau,William J. Welch

1998 · DOI: 10.1023/A:1008306431147
Journal of Global Optimization · 5,187 Citations

TLDR

This paper introduces the reader to a response surface methodology that is especially good at modeling the nonlinear, multimodal functions that often occur in engineering and shows how these approximating functions can be used to construct an efficient global optimization algorithm with a credible stopping rule.