Yang Zhang , Yang Zhang , Song Chen , Jiakuan Xu , Junlin Li
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引用次数: 0
Abstract
To address the issue of inadequate height static stability of the airfoil under ground-effects, an aerodynamic optimization was conducted on the NACA4412 airfoil, targeting static height stability and adhering to a lift to-drag ratio constraint. This article adopted the class function/shape function transformation (CST) method to parameterize the airfoil and reduced the number of design variables by using a layered dimensionality reduction method. Firstly, the proper orthogonal decomposition (POD) was used to decrease the dimensionality of CST weight coefficients. Subsequently, the extracted modes were subjected to sensitivity analysis, and the final design variables were selected from those with a higher sensitivity. Combined with surrogate model, a data-driven design platform for airfoil in ground-effect aerodynamic optimization was established. The camber line of the optimized airfoil exhibits a wavy pattern that resembles S-curve. The optimization of the airfoil resulted in a forward shift the locations of the aerodynamic center of altitude and a backward shift in the locations of the aerodynamic center of pitch. This improvement increased the static height stability by 16.38%, with the change range of the lift-to-drag ratio is only 0.2425%, meeting the constraint requirements. The method has certain significance for the optimization of airfoils in ground effect area.
为了解决翼型在地面效应作用下高度静稳定性不足的问题,对NACA4412翼型进行了气动优化,以静高度稳定性为目标,并遵循升阻比约束。本文采用类函数/形函数变换(class function/shape function transformation, CST)方法对翼型进行参数化,并采用分层降维方法减少设计变量数量。首先,采用适当的正交分解方法降低CST权重系数的维数;随后,对提取的模态进行灵敏度分析,从灵敏度较高的模态中选择最终设计变量。结合代理模型,建立了翼型地效气动优化数据驱动设计平台。优化后的翼型的弧线呈现出类似s曲线的波浪状图案。翼型的优化导致高度气动中心位置的前移和俯仰气动中心位置的后移。该改进使静高度稳定性提高了16.38%,升阻比变化幅度仅为0.2425%,满足约束要求。该方法对翼型在地面效应区的优化设计具有一定的指导意义。
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Aerospace Science and Technology publishes articles of outstanding scientific quality. Each article is reviewed by two referees. The journal welcomes papers from a wide range of countries. This journal publishes original papers, review articles and short communications related to all fields of aerospace research, fundamental and applied, potential applications of which are clearly related to:
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