30th Congress of the International Council of the Aeronautical Sciences

02.2 - Experimental Aerodynamics

HYPERPARAMETERS OPTIMIZATION FOR ADAPTIVE DESIGN OF EXPERIMENTS APPLIED TO WIND TUNNEL TESTING

H. Jin¹, D. Lee¹, J. Lee¹, J. Ahn¹; ¹Department of Aerospace Engineering, KAIST, South Korea

This paper addresses the process of adaptive design of experiments that importantly consider for applying to wind-tunnel testing. In this paper, Gaussian process used for adaptive design of experiments and we focused on the process of hyperparameters optimization. To improve the regression model, some optimization algorithms are compared by root mean square values.


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