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NSGAII算法在翼型多点设计中有着广泛的应用价值,然而其巨大的计算资源和计算成本限制了它的使用。为了解决这个问题,本文引入具有较强非线性映射能力的神经网络代理模型,采用实验设计结合BP法训练神经网络响应面来代替N-S方程求解翼型的性能。在实验点的数值模拟中,为了进一步节省计算资源,提高计算效率,采用网格的变形代替网格的重新划分,使得计算网格的更新速度提高了约50%。在翼型的参数化过程中,采用改进的PARSEC方法,用较少的参数实现了翼型的精确控制。为了增强神经网络的泛化能力,采用12-7-4-3-1的隐层结构。对NLF1015翼型的多点优化算例表明,此方法不仅显著降低了整个优化过程的计算量,而且对翼型的气动性能预测也具有较高的可信度,在高空长航时无人机的翼型设计中具有一定的潜力。 相似文献
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Wen-jie Wang Ze-ping Wu Dong-hui Wang Wei-hua Zhang Kun Zhao Patrick N. Okolo Gareth J. Bennett 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2019,63(11):3706-3720
Hypersonic vehicles are receiving increased attention within the aerospace community due to their high cruise speed and long-range capabilities. In this paper, a modified Sequential Approximate Optimization method is proposed for an optimized aerodynamic design of a hypersonic vehicle. As part of this approach, a constrained experimental design method is developed to handle the constraints more efficiently. A radial basis function is used to surrogate time-consuming CFD analysis. An efficient and more robust numerical mesh morphing scheme for the hypersonic vehicle is developed for the generation of high-quality meshes. Within this paper, a novel adaptive infilling strategy is proposed which uses an inaccurate search technique coupled with an elite archive. This allows the location of a more promising sample region and hence improves the surrogate accuracy, thereby further enhancing the optimization efficiency. A hypersonic vehicle aerodynamic design problem is solved using the proposed approach and satisfactory results are obtained at much lower computational costs. The lift-to-drag ratio is increased by 23.8% when compared with the base configuration while also satisfying the volume and lift constraints. The pressure and Mach contours have been compared with those of the base configuration and the results demonstrate the strength of the optimized configuration. The modified sequential approximate optimization for designing an improved hypersonic vehicle is worth referencing in future work. 相似文献
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This paper presents selected results from extensive experimental investigations on turbulent flow fields and unsteady surface pressures caused by leading-edge vortices, in particular, for vortex breakdown flow. Such turbulent flows may cause severe dynamic aeroelastic problems like wing and/or fin buffeting on fighter-type aircraft. The wind tunnel models used include a generic delta wing as well as a detailed aircraft configuration of canard-delta wing type. The turbulent flow structures are analyzed by root-mean-square and spectral distributions of velocity and pressure fluctuations. Downstream of bursting local maxima of velocity fluctuations occur in a limited radial range around the vortex center. The corresponding spectra exhibit significant peaks indicating that turbulent kinetic energy is channeled into a narrow band. These quasi-periodic velocity oscillations arise from a helical mode instability of the breakdown flow. Due to vortex bursting there is a characteristic increase in surface pressure fluctuations with increasing angle of attack, especially when the burst location moves closer to the apex. The pressure fluctuations also show dominant frequencies corresponding to those of the velocity fluctuations. Using the measured flow field data, scaling parameters are derived for design purposes. It is shown that a frequency parameter based on the local semi-span and the sinus of angle of attack can be used to estimate the frequencies of dynamic loads evoked by vortex bursting. 相似文献
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变体飞机能够改变自身外形适应不同的飞行状态,提高飞行性能,其设计涉及气动、材料、结构等多个学科。本文采用零泊松比蜂窝结构的材料作为柔性蒙皮,设计了一种具备机翼参考面积不因弯度改变而缩减的特点的机翼后缘无缝偏转机构,研究了变体机翼后缘机构多学科设计与优化方法。优化结果表明,优化后的机翼巡航和起降状态都具备良好的气动性能,不但柔性蒙皮可产生大尺度拉伸变形,而且后缘结构均能满足刚度、强度等性能指标,同时机翼结构质量相比初始设计减轻了18%。文中研究的变体机翼多学科优化设计方法,能够快速有效地完成变体机翼无缝偏转后缘优化设计。 相似文献
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变体飞行器结构振动特性研究 总被引:3,自引:0,他引:3
作为变体飞行器方案之一的折叠翼能使机翼面积发生200%的改变,在飞行中机翼面积发生如此大的变化,会使飞行器的动力学特性复杂化.所以对机翼动力学特性有个清晰的了解是很必要的.在本文中,首先用MSC/PATRAN建立了折叠翼的有限元模型,然后用NASTRAN求解出折叠翼在各折叠角下的主要振动模态.在此基础上对各折叠角下铰链刚度对动力学特性的影响进行了研究.我们发现这种结构上的革新使得机翼动力学特性与固定翼飞机有很大不同.尤其是铰链的存在造成了刚度分布的变化,这使得机翼扭转的动力特性发生了很大变化. 相似文献