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Suborbital Spaceplane Optimization using Non-stationary Gaussian Processes

机译:使用非平稳高斯过程的亚轨道航天飞机优化

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This paper presents mullidisciplinary design optimization of a sub-orbital spaceplane. The optimization includes three disciplines: the aerodynamics, the structure and the trajectory. An Adjoint Euler code is used to calculate the aerodynamic lift and drag of the vehicle as well as their derivatives with respect to the design variables. A new surrogate model has been developed based on a non-stationary Gaussian process. That model was used to estimate the aerodynamic characteristics of the vehicle during the trajectory optimization. The trajectory of thevehicle has been optimized together with its geometry in order to maximize the amount of payload that can be carried by the spaceplane.
机译:本文提出了亚轨道空间飞机的多学科设计优化。优化包括三个方面:空气动力学,结构和轨迹。伴随欧拉代码用于计算车辆的空气动力学升力和阻力,以及它们相对于设计变量的导数。基于非平稳的高斯过程,已经开发了一种新的替代模型。该模型用于估计轨迹优化过程中车辆的空气动力学特性。车辆的轨迹及其几何形状已进行了优化,以使空间飞机可以携带的有效负载量最大化。

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