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51.
表层采样是月球采样探测的重要方式,样品智能确认有助于提升工作效率与复杂问题处理能力。结合月球表层采样铲挖工作过程,分析了铲挖过程中臂载相机图像的特点,模仿有人参与识别过程,提出了层次解耦的月球样品智能识别流程,利用深度学习方法构建了一类深度卷积识别网络,完整地描述了图像、特征、标记在网络中的正反传递关系,并在月球表层采样地面试验中进行了验证,结果表明该方法对不同光照、不同背景、不同过程、不同形态的样品,具有较好的泛化识别能力,误识别率优于8.1%,平均单幅识别时间约0.7 s。 相似文献
52.
《中国航空学报》2021,34(12):187-204
Unmanned Aerial Vehicles (UAVs) play a vital role in military warfare. In a variety of battlefield mission scenarios, UAVs are required to safely fly to designated locations without human intervention. Therefore, finding a suitable method to solve the UAV Autonomous Motion Planning (AMP) problem can improve the success rate of UAV missions to a certain extent. In recent years, many studies have used Deep Reinforcement Learning (DRL) methods to address the AMP problem and have achieved good results. From the perspective of sampling, this paper designs a sampling method with double-screening, combines it with the Deep Deterministic Policy Gradient (DDPG) algorithm, and proposes the Relevant Experience Learning-DDPG (REL-DDPG) algorithm. The REL-DDPG algorithm uses a Prioritized Experience Replay (PER) mechanism to break the correlation of continuous experiences in the experience pool, finds the experiences most similar to the current state to learn according to the theory in human education, and expands the influence of the learning process on action selection at the current state. All experiments are applied in a complex unknown simulation environment constructed based on the parameters of a real UAV. The training experiments show that REL-DDPG improves the convergence speed and the convergence result compared to the state-of-the-art DDPG algorithm, while the testing experiments show the applicability of the algorithm and investigate the performance under different parameter conditions. 相似文献
53.
针对深空探测器的单程多普勒测量需求,研究了被动式高精度多普勒测量方法及其实现技术。该方法基于探测器测控信标残留载波等点频信号和VLBI测站高精度氢原子钟频标,构造出与实际接收信号频率接近的参考信号;再通过本地相关处理,完成高精度开环多普勒测量。其特色在于完全不需要精确的先验轨道模型。所开发的专用被动式多普勒测量设备,在国内第一次成功用于欧空局环火星探测器“MEX”的多普勒测定轨试验。探测器X频段信号5s积分的单程多普勒测量精度达到 0.2mm/s ,与欧空局测量水平相当。采用该多普勒测量数据的MEX定轨结果与欧空局精密轨道在数百米至千米量级一致。 相似文献
54.
针对载体在多径信号的影响下,传统码相位鉴别器不能实时有效鉴别出码相位误差,提出一种高斯码相位鉴别器构建方法。在GPS/INS深组合模式中,接收机码相位鉴别器的构建将改变传统设计方法。INS系统利用GPS接收机产生的即时码相位信息,建立INS系统码相位鉴别器,该INS码相位鉴别器用于辅助GPS接收机码相位鉴别器,构建高斯码相位鉴别器,有效降低码相位跟踪误差。仿真结果表明,与传统的码鉴相器相比,高斯码相位鉴别器减小了噪声方差,能有效提高鉴相精度,从而在多径干扰下提高定位精度。 相似文献
55.
Autonomous navigation of spacecrafts is a difficult task, however, which is a must in future deep space exploration. With multiple spacecrafts flying in space, this aim can be achieved by formation flying spacecraft (FFS) utilizing inverse time difference of arrival (ITDOA) and inverse difference Doppler (IDD) methods, which can locate the position of earth-station from one-way uplink signals in the FFS coordinate, and by way of conversion of coordinates, the position of FFS is achieved in earth-centered earth-fixed (ECEF) coordinate. The ability of neural network (NN) filter in navigation to extract position of spacecrafts from random measuring noise of signal arrival time and Doppler shift is studied with different radius of FFS and surveying parameters. The NN filter used by spacecraft group is new way of unidirectional autonomous navigation and is of high precision of hybrid navigation. 相似文献
56.
X射线脉冲星自主导航系统可以为深空探测器提供位置、速度、时间和姿态等丰富且自主的导航信息,以X射线脉冲星测得的信息作为量测量,结合轨道动力学方程,对航天器的轨道进行自主估计确定。论文阐述了该方案的导航原理,在借鉴现有航天器导航系统的基础上,提出了基于X射线脉冲星导航的方案,介绍了方案的硬件组成、系统结构,并针对方案中导航敏感器多冗余的特征,给出了基于多传感器组合导航技术的结构,最后用仿真资料对方案做了性能概算和精度估计。 相似文献
57.
More than 50 years of space exploration has not only satisfied human curiosity and built up international cooperation, but also improved life on Earth. Space exploration is an open-ended process which started 50 years ago. It enables access to unknown terrains with robots and humans, thereby opening new frontiers. Progress of goal deep space exploration was reviewed. China's current deep space missions are also briefly introduced. Focused on the vision and voyages for China's deep space exploration in 5 or 10 years. Like the Chinese Lunar Exploration Program (CLEP), we embark on a journey to Mars. We will spend few decades on Mars with the robotic explorers. Unlike CLEP, scientists proposed to build Moon research station by 2030. 相似文献
58.
LDPC码字具有优异的性能, 在空间通信中得到广泛应用. 为进一步降低LDPC码构造及编码的复杂度, 给出了一种高性能、低复杂度的QC-LDPC码构造方法. 设计了扩展近似下三角阵(extern Approximate Lower Triangular, eALT)结构的全局矩阵, 通过增加双对角阵结构全局矩阵的列重, 降低差错平底(error floor). 为降低传统循环移位系数选择的复杂度, 提出了一种基于Zig-Zag的移位系数设计方法, 采用数学公式计算循环移位系数, 无需计算机搜索即可完全消除长度为4的短环. 给出了所构造码字线性编码的实现过程. 仿真结果表明, 所提构造方法在保证线性编码复杂度的前提下, 增大了码字间最小距离, 降低了差错平底, 提高了码字性能; 采用结构化的方法设计循环移位系数, 无需计算机搜索即可消除4环, 所构造的码字与CCSDS标准中的码字在性能相近的情况下, 降低了实现的复杂度. 相似文献
59.
China has carried out four unmanned missions to the Moon since it launched Chang'E-1, the first lunar orbiter in 2007. With the implementation of the Chang'E-5 mission this year, the three phases of the lunar exploration program, namely orbiting, landing and returning, have been completed. In the plan of follow-up unmanned lunar exploration missions, it is planned to establish an experimental lunar research station at the lunar south pole by 2030 through the implementation of several missions, laying a foundation for the establishment of practical lunar research station in the future. China successfully launched its first Mars probe on 23 July 2020, followed in future by an asteroid mission, second Mars mission, and a mission to explore Jupiter and its moons. 相似文献
60.