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机翼一体化天线变形重构标定方法研究
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作者 吴琨 赵振义 范恒祯 《电子测量与仪器学报》 CSCD 北大核心 2024年第6期15-24,共10页
针对传统的误差标定方法存在网络训练速度迟缓、生成规则数量多且泛化能力不足的问题,本文提出了一种基于主成分分析和自构架模糊网络(PCA-SCFN)的标定方法,实现了机翼一体化天线的实时高精度变形重构。首先,基于逆有限元方法(iFEM)建... 针对传统的误差标定方法存在网络训练速度迟缓、生成规则数量多且泛化能力不足的问题,本文提出了一种基于主成分分析和自构架模糊网络(PCA-SCFN)的标定方法,实现了机翼一体化天线的实时高精度变形重构。首先,基于逆有限元方法(iFEM)建立了位移-节点自由度误差模型,并通过单调快速迭代收缩阈值算法(MFISTA)对逆问题进行求解;其次,引入了PCA降维方法降低应变维度,从而简化训练网络复杂度;再次,对小样本训练集进行非均匀有理B样条(NURBS)拟合实现数据扩充,提高网络泛化能力并降低噪声对训练集的影响;最后,基于三角形隶属函数(MF)和Takagi-Sugeno(T-S)模糊模型进行自构架模糊网络(SCFN)训练获得模糊规则。机翼加载实验结果表明,基于PCA-SCFN的标定方法具有更快的训练速度和更少的规则数量,同时能够获得更高的重构精度。当机翼负载80 N时,结构最大变形为-134.36 mm,最大重构误差仅为0.46 mm,SCFN训练时间仅为9.715 s,规则数量最多仅有121条。因此,基于PCA-SCFN的标定方法是一种能够应用于机翼变形监测的有效方法。 展开更多
关键词 机翼一体化天线 标定 主成分分析 自构架模糊网络
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一体化机翼在成品模型飞机上的应用
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作者 晓晨 《航空模型》 2002年第1期27-27,共1页
关键词 一体化机翼 成品模型飞机 应用 火鸟300型
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Numerical Study on Influence of Key Parameters of Aerodynamic Characteristics of Shaftless Ducted Rotor
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作者 SHEN Suiyuan ZHU Qinghua +3 位作者 WANG Kun CHEN Jianwei ZENG Jianan DING Zhengyuan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2020年第5期682-693,共12页
Shaftless ducted rotor(SDR)is a new type of ducted rotor system designed with ducted-rotor-motor integration,which is quite different from traditional ducted rotor(DR)in aerodynamic characteristics.The sliding mesh ba... Shaftless ducted rotor(SDR)is a new type of ducted rotor system designed with ducted-rotor-motor integration,which is quite different from traditional ducted rotor(DR)in aerodynamic characteristics.The sliding mesh based on unstructured grid is used to simulate the aerodynamic characteristics of SDR and DR.Then,the effects of five key parameters,namely,the rotor disk height,the number of blades,the spread angle of the duct,the central hole radius and the ducted lip radius on the aerodynamic characteristics of the SDR are investigated.It is found that the same-sized SDR produces a larger total lift than the DR in hovering,but the lift proportion of its duct is reduced.In the forward flight,a large low-speed region is generated behind the SDR duct,and the reflux vortex in blade root above the advancing blade has the trend for inward diffusion.The rotor disk height has similar effects on SDR and DR.Increasing the number of blades can effectively increase the total lift of SDR,which also increases the lift proportion of duct.Increasing the spread angle of the duct will lead to the rotor lift coefficient decrease,reducing the central hole radius can increase the total lift,but the component lift coefficient decreases.Appropriately increasing the ducted lip radius can increase the total lift,which begins to decrease after reaching a certain value. 展开更多
关键词 shaftless ducted rotor ducted-rotor-motor integration ducted rotor sliding mesh key parameters aerodynamic characteristics
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