30th Congress of the International Council of the Aeronautical Sciences

01 - Aircraft and Systems Integration

EFFICIENT AERODYNAMIC OPTIMIZATION USING HIERARCHICAL KRIGING COMBINED WITH GRADIENT

C. Song, China; X.-D. Yang, China; W.-P. Song, China

A new method to combine gradients with Hierarchical Kriging Model is developed in this paper. The new method has overcome limitations of traditional gradient-based Kriging model, and the prediction accuracy of the model can be improved by less samples and gradient.Hierarchical Kriging enhanced the optimization efficiency, and can get a better result, compared with ordinary Kriging model and gradient-based Kriging model.


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