非均匀来流下等压力梯度曲面压缩系统的试验研究

根据激波和膨胀波理论,设计了Ma=5.3等压力梯度曲面压缩系统。在Ma=3.85和Ma=5.3的小高超风洞完成均匀来流试验,并利用风洞壁面自然发展的附面层进行非均匀来流等压力梯度曲面压缩系统性能试验。试验发现:均匀来流下,试验模型壁面压力均按照等压力梯度规律分布,但来流马赫数Ma=5.3时出口流场均匀性较差;非均匀来流下,大量的附面层吸入不仅影响壁面压力不再呈等压力梯度分布,而且对出口流场均匀性影响也极大。      

基于梯度方向二值模式特征的飞机翼尖跟踪技术

研究基于视频图像分析与定位的飞机翼尖跟踪技术,为飞机地面移动提供安全保障.现有图像特征进行翼尖跟踪经常失效且计算效率低下,本文结合纹理和轮廓信息,提出以梯度方向二值模式( OG_ LBP)为特征的粒子滤波跟踪算法,降低特征维数的同时建立局部和全局的翼尖特征直方图描述,提高识别效果.同时,该算法在粒子滤波基本框架之下,结...     

一种深度强化学习制导控制一体化算法

研究了一种基于深度强化学习理论的制导控制一体化算法。不同于传统的制导控制一体化算法和制导控制回路分开设计的方法,基于深度强化学习理论的制导控制一体化算法利用深度学习强化算法生成一个智能体,智能体根据导弹的观测量生成舵偏角控制指令准确拦截目标。首先将制导控制问题转化为一个马尔可夫决策过程,然后提出了一个权衡制导精度、能量损耗和飞行时间的奖励函数,将制导控制问题转化到强化学习问题的框架中。最后采用深度确定性策略梯度算法,求解提出的强化学习问题,训练得到制导控制智能体,智能体根据导弹观测量生成舵偏角指令。通过进行大量的数值模拟,验证了提出的制导控制一体化算法的有效性和鲁棒性。     

多斜孔冷却方式气动参数对壁温梯度和冷却效率的影响

针对高温升燃烧室以延长其火焰筒使用寿命为目的,实验研究了多斜孔冷却方式气动参数,如加温比、速度比和主流速度变化对主燃烧室火焰筒壁温梯度和冷却效率的影响.实验结果表明:减小加温比或增大速度比都可以减小壁温梯度的绝对值,同时冷却效率也会增加;当主流进入了自模区后,随着主流速度的增加,壁温梯度的绝对值会减小,冷却效率会增大.      

Advanced ensemble modeling method for space object state prediction accounting for uncertainty in atmospheric density

For objects in the low Earth orbit region, uncertainty in atmospheric density estimation is an important source of orbit prediction error, which is critical for space traffic management activities such as the satellite conjunction analysis. This paper investigates the evolution of orbit error distribution in the presence of atmospheric density uncertainties, which are modeled using probabilistic machine learning techniques. The recently proposed “HASDM-ML,” “CHAMP-ML,” and “MSIS-UQ” machine learning models for density estimation (Licata and Mehta, 2022b; Licata et al., 2022b) are used in this work. The investigation is convoluted because of the spatial and temporal correlation of the atmospheric density values. We develop several Monte Carlo methods, each capturing a different spatiotemporal density correlation, to study the effects of density uncertainty on orbit uncertainty propagation. However, Monte Carlo analysis is computationally expensive, so a faster method based on the Kalman filtering technique for orbit uncertainty propagation is also explored. It is difficult to translate the uncertainty in atmospheric density to the uncertainty in orbital states under a standard extended Kalman filter or unscented Kalman filter framework. This work uses the so-called “consider covariance sigma point (CCSP)” filter that can account for the density uncertainties during orbit propagation. As a test-bed for validation purposes, a comparison between CCSP and Monte Carlo methods of orbit uncertainty propagation is carried out. Finally, using the HASDM-ML, CHAMP-ML, and MSIS-UQ density models, we propose an ensemble approach for orbit uncertainty quantification for four different space weather conditions.     

Local stability analysis of interface region of astrophysical viscous shear flows with a gradual velocity gradient

In this paper, we extend the stability analysis of cold sharp shear flows to warm astrophysical cases with, inevitable, gradual velocity gradient in the interface region in the presence of viscosity effect. Using linear perturbation theory as well as the local approximation method, the instability growth rate of the excited electromagnetic modes has been investigated for the relativistic and non-relativistic cases of solar wind interacting with interstellar plasma medium. Results show that astrophysical shear systems with a small velocity gradient in the transition region are more stable rather than larger ones. Moreover, dependent on the viscosity coefficient value, the viscosity effects could have a positive role on the instability growth rate of the system in some range of initial bulk velocity, while it plays a destructive role in other velocity ranges.     

高温度梯度定向凝固装置的研究

本文介绍了自行设计的具有高温度梯度的定向凝固装置,最高温度梯度可达230℃/cm。该装置温度场的理论分析和实验表明,在炉底部增加一个内径很小的加热圈;在冷却器中采用具有高激冷能力的低熔点Ga-In-Sn液态金属为冷却液;都能显著提高温度梯度和增加稳态凝固区的长度。     

边界层稳定性的非平行性问题研究

采用抛物化稳定性方程的新方法研究稳定性的非平行问题，其控制方程从涡量形式的N－S方程导出，为提高计算精度和收敛速度，在法向采用高精度的高阶谱方法，结合边界层特征安排边界条件的方程，以及对无限区域数值问题作高效的代数变换处理，通过对预估校正迭代过程中推进步长有效的控制，以满足正规化条件，研究了不同类型压力梯度对稳定性的作用，由系列算例得到的增长率变化曲线和扰动中性曲线等，精确地给出了非平行性对流动稳定性的影响，计算的结果与相关数据符合甚好。     

Variational Bayesian Kalman filter using natural gradient

We propose a technique based on the natural gradient method for variational lower bound maximization for a variational Bayesian Kalman filter. The natural gradient approach is applied to the Kullback-Leibler divergence between the parameterized variational distribution and the posterior density of interest. Using a Gaussian assumption for the parametrized variational distribution, we obtain a closed-form iterative procedure for the Kullback-Leibler divergence minimization, producing estimates of...     

一种改进的基于LDPC码的信源信道联合译码方法

提出一种改进的将LDPC迭代译码和隐马尔可夫估计相融合的迭代译码算法。一方面通过隐马尔可夫信源估计获取信源残留冗余,作为外信息提供给LDPC迭代译码;另一方面,通过LDPC迭代译码获得更精确的信源估计模型参数,加快迭代收敛速度,获得更好的迭代译码性能。其优点是无需知道任何关于信源的先验信息,计算复杂度低,并行操作性强,尤其适用于宽带多媒体传输。