基于多智能体强化学习的空间机械臂轨迹规划

针对某型六自由度（DOF）空间漂浮机械臂对运动目标捕捉场景,开展了基于深度强化学习的在线轨迹规划方法研究。首先给出了机械臂DH （Denavit-Hartenberg）模型,考虑组合体力学耦合特性建立了多刚体运动学和动力学模型。然后提出了一种改进深度确定性策略梯度算法,以各关节为决策智能体建立了多智能体自学习系统。而后建立了"线下集中学习,线上分布执行"的空间机械臂对匀速直线运动目标捕捉训练系统,构建以目标相对距离和总操作时间为参数的奖励函数。最后通过数学仿真验证,实现了机械臂对各向匀速运动目标的快速捕捉,平均完成耗时5.4 s。与传统基于随机采样的规划算法对比,本文提出的自主决策运动规划方法求解速度和鲁棒性更优。     

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。     

基于波导空间固态功率合成的微组装工艺研究

结合空间合成技术的发展,开展波导空间固态功率合成微组装工艺技术研究,突破和掌握了波导空间合成大功率组件的关键技术。经过试制功率样件验证,波导空间固态功率合成微组装工艺可行,并获得了良好的合成功率输出。     

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.      

Numerical investigation on flow nonuniformity-induced hysteresis in scramjet isolator

Numerical simulation and theoretical analysis were conducted to study the hysteresis inside scramjet isolator during the reciprocating process of back pressure variation. It is revealed that only a regular reflection is theoretically possible for two leading shocks when the inflow Mach number is greater than 2.0, and no hysteresis can occur in the transition between shock reflection types. Nevertheless, wall suction, gas injection, and background waves cause non-uniformity of the incoming flow a...     

Revisiting the space-time gradient method: A time-clocking perspective,high order difference time discretization and comparison with the harmonic balance method

This paper revisits the Space-Time Gradient(STG) method which was developed for efficient analysis of unsteady flows due to rotor–stator interaction and presents the method from an alternative time-clocking perspective. The STG method requires reordering of blade passages according to their relative clocking positions with respect to blades of an adjacent blade row. As the space-clocking is linked to an equivalent time-clocking, the passage reordering can be performed according to the alternativ...     

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.     

Approximate qualitative spatial reasoning

Qualitative relations between spatial regions play an importantrole in the representation and manipulation of spatial knowledge.The RCC5 and RCC8 systems of relations,used in the Region-Connection Calculus, are of fundamentalimportance. These two systems deal with ideal regions havingprecisely determined location. However,in many practical examples of spatial reasoning,regions are represented by finite approximations rather than known precisely.Approximations may be given by describing how a regionrelates to cells forming a partition of the space underconsideration. Although the RCC5 and RCC8 systems have beengeneralized to ``egg-yolk' regions, in order to modelcertain types of vagueness, their extension to regionsapproximated in this way has not been discussed before.This paper presents two methods, the syntactic and the semantic, by which the RCC5 and RCC8 systemsmay be defined for approximate regions. The syntactic uses algebraicoperations on approximate regions which generalize operations on preciseregions. The semantic method makes use of the set of preciseregions which could be the intended interpretation of anapproximate region. Relationships between these two methods arediscussed in detail.alternative to navigation training with a map.