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基于径向基神经网络的气动热预测代理模型 被引量:21
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作者 张智超 高太元 +1 位作者 张磊 拓双芬 《航空学报》 EI CAS CSCD 北大核心 2021年第4期297-306,共10页
为快速获取高超声速飞行器表面热流数据并缩短飞行器气动热设计周期,提出了一种基于径向基神经网络的气动热快速预测代理模型方法。首先,在飞行器表面每一个离散化的网格节点单独构造一种正则化的径向基神经网络。随后,通过训练集对所... 为快速获取高超声速飞行器表面热流数据并缩短飞行器气动热设计周期,提出了一种基于径向基神经网络的气动热快速预测代理模型方法。首先,在飞行器表面每一个离散化的网格节点单独构造一种正则化的径向基神经网络。随后,通过训练集对所有网络同时进行训练,获得各自网络的连接权值。最后,所有网格节点的神经网络协同预测飞行器表面不同位置的热流。对NASA火星实验室的椭圆钝化高超声速飞行器的应用表明,所提出的代理模型方法在模型训练完成后能够快速进行飞行器表面热流预测,并且模型具有良好的泛化能力,在驻点及迎风大面积区域热流预测结果与数值模拟的偏差在10%以内。 展开更多
关键词 神经网络 径向基函数 高超声速 气动热 代理模型
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Aerodynamic optimization and evaluation for the three-dimensional afterbody/nozzle integrated configuration of hypersonic vehicles 被引量:4
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作者 gao taiyuan CUI Kai +3 位作者 WANG XiuPing HU ShouChao YANG GuoWei REN Liang 《Chinese Science Bulletin》 SCIE CAS 2012年第8期849-857,共9页
The optimization of 2D expansion lines and key parameters of three-dimensional configurations was carried out under simulated conditions of Mach 6.5 and a flight altitude of 25 km for an integrated configuration of th... The optimization of 2D expansion lines and key parameters of three-dimensional configurations was carried out under simulated conditions of Mach 6.5 and a flight altitude of 25 km for an integrated configuration of the afterbody/nozzle of a hypersonic vehicle.First,the cubic B-spline method was applied to parameterize the expansion lines of the upper expansion ramp.The optimization procedure was established based on computational fluid dynamics and the sequential quadratic programming method.The local mesh reconstruction technique was applied to improve computational efficiency.A three-dimensional integrated configuration afterbody/nozzle was designed based on the two-dimensional optimized expansion lines.The influence rules incorporated certain key design parameters affecting the lift and thrust performance of the configuration,such as the ratio of the lengths of the lower expansion ramp to the afterbody (l/L),the dip angle of the lower expansion ramp ω,and the ratio of exit height to the length of afterbody (H/L).Under these conditions,we found that the integrated configuration has optimal performance when l/L=1/6,H/L=0.35 and =10°.We also showed that the presence of a side-board promotes lift and thrust performance,and effectively prevents the leakage of high pressure gas. 展开更多
关键词 气动优化设计 高超声速飞行器 综合配置 尾部 三维 喷嘴 序列二次规划法 计算流体动力学
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