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Prediction of Aircraft's Longitudinal Motion Based on Aerodynamic Coefficients and Derivatives by Surrogate Model Approach
基金项目:The author would like to wish for special thanks for stud fund by the AHRF (Asian Human Resources Fund) from Tokyo Metropolitan Government to the TMU (Tokyo Metropolitan University). In addition, many thanks go to my supervisor for his guidance and support. Lastly, all members in Kanazaki laboratory TMU, thank you about their share knowledge, teaching, and advice in the course of completing this paper.
摘    要:The accuracy of a flight simulation is highly dependent on the quality of the aerodynamic database and prediction accuracies of the aerodynamic coefficients and derivatives. A surrogate model is an approximation method that is used to predict unknown functions based on the sampling data obtained by the design of experiments. This model can also be used to predict aerodynamic coefficients/derivatives using several measured points. The objective of this paper is to develop an efficient digital flight simulation by solving the equation of motion to predict the aerodynamics data using a surrogate model. Accordingly, there is a need to construct and investigate aerodynamic databases and compare the accuracy of the surrogate model with the exact solution, and hence solve the equation of motion for the flight simulation analysis. In this study, sample datas for models are acquired from the USAF Stability and Control DATCOM, and a database is constructed for two input variables (the angle of attack and Mach number), along with two derivatives of the X-force axis and three derivatives for the Z-force axis and pitching moment. Furthermore, a comparison of the value predicted by the Kriging model and the exact solution shows that its flight analysis prediction ability makes it possible to use the surrogate model in future analyses.

关 键 词:代理模型  运动预测  空气动力  衍生物  系数和  动力学数据库  运动方程式  飞机
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