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131.
132.
卷积神经网络和峭度在轴承故障诊断中的应用 总被引:2,自引:1,他引:1
针对传统智能诊断方法依靠专家知识和人工提取数据特征工作量大的问题,结合深度学习方法在特征提取和处理大数据方面的优势,研究了一种基于卷积神经网络和振动信号峭度指标的滚动轴承故障诊断方法。该方法将深度学习应用于轴承故障诊断,提取滚动轴承正常状态、内圈故障、外圈故障和滚动体故障4种状态的振动信号,将振动信号分段处理得到峭度指标,使用数据到图像的转换方法将峭度指标转换为灰度图,送入卷积神经网络模型完成故障分类。在进行滚动轴承故障诊断的实验时,所提的模型诊断准确率达到99.5%,高于传统支持向量机(SVM)算法的95.8%。 相似文献
133.
Irina V. Chernyakina 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2021,67(9):2844-2854
Ballistic design of solar sailing missions in the solar system is composed of defining the design parameters, the control programs, and the trajectories that provide performance goals of a flight. The use of a solar sail spacecraft imposes specific restrictions on mission parameters that include the degradation limit on the flight duration, the maximum temperature of solar sail's surface, the minimum distance from the Sun, the maximum angular velocity of the spacecraft's rotation and others.Many authors considered the impact of these restrictions on the design of the mission separately, but they used a sophisticated method of finding the exact optimal motion control or applied the most straightforward laws of motion control. This paper uses local-optimal control laws at the complete mathematical models of motion and functioning of solar sail spacecraft to describe a technique of designing interplanetary missions. The described method avoids the need to obtain an accurate optimal solution to the control problem and does not cause significant computational difficulties. 相似文献
134.
Yue Wang Shijie Xu Mengping Zhu 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2014
The full dynamics of spacecraft around an asteroid, in which the spacecraft is considered as a rigid body and the gravitational orbit–attitude coupling is taken into account, is of great value and interest in the precise theories of the motion. The spectral stability of the classical relative equilibria of the full spacecraft dynamics around an asteroid is studied with the method of geometric mechanics. The stability conditions are given explicitly based on the characteristic equation of the linear system matrix. It is found that the linearized system decouples into two entirely independent subsystems, which correspond to the motions within and outside the equatorial plane of the asteroid respectively. The system parameters are divided into three groups that describe the traditional stationary orbit stability, the significance of the orbit–attitude coupling and the mass distribution of the spacecraft respectively. The spectral stability of the relative equilibria is investigated numerically with respect to the three groups of system parameters. The relations between the full spacecraft dynamics and the traditional spacecraft dynamics, as well as the effect of the orbit–attitude coupling, are assessed. We find that when the orbit–attitude coupling is strong, the mass distribution of the spacecraft dominates the stability of the relative equilibria; whereas when the orbit–attitude coupling is weak, both the mass distribution and the traditional stationary orbit stability have significant effects on the stability. We also give a criterion to determine whether the orbit–attitude coupling needs to be considered. 相似文献
135.
Mohamed Khalil Ben-Larbi Kattia Flores Pozo Tom Haylok Mirue Choi Benjamin Grzesik Andreas Haas Dominik Krupke Harald Konstanski Volker Schaus Sándor P. Fekete Christian Schurig Enrico Stoll 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2021,67(11):3598-3619
136.
137.
航天器的内带电效应是影响其在轨稳定运行的重要因素。内带电效应的电流监测可以直接获得一手的内带电效应监测数据,也可获得反映引起内带电效应的高能电子充电环境的状态。针对近地中高地球轨道环境,基于国外电流监测数据并考虑可能遭遇的高能电子暴环境,分析获得了内带电效应电流的测量范围10 fA~500 pA。针对未来中高轨及木星、火星等深空探测任务内带电监测需求,提出了一种微弱电流监测方案,实现了pA级微弱电流测量模块的实验室模拟标定。标定结果表明,在10 fA~500 pA范围内,输入电流与输出测量电压之间的线性度较好。 相似文献
138.
Mansour Kabganian Hamed Kouhi Morteza Shahravi Farhad Fani Saberi 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2018,61(9):2328-2343
The thrust vector control (TVC) scheme is a powerful method in spacecraft attitude control. Since the control of a small spacecraft is being studied here, a solid rocket motor (SRM) should be used instead of a liquid propellant motor. Among the TVC methods, gimbaled-TVC as an efficient method is employed in this paper. The spacecraft structure is composed of a body and a gimbaled-SRM where common attitude control systems such as reaction control system (RCS) and spin-stabilization are not presented. A nonlinear two-body model is considered for the characterization of the gimbaled-thruster spacecraft where, the only control input is provided by a gimbal actuator. The attitude of the spacecraft is affected by a large exogenous disturbance torque which is generated by a thrust vector misalignment from the center of mass (C.M). A linear control law is designed to stabilize the spacecraft attitude while rejecting the mentioned disturbance torque. A semi-analytical formulation of the region of attraction (RoA) is developed to ensure the local stability and fast convergence of the nonlinear closed-loop system. Simulation results of the 3D maneuvers are included to show the applicability of this method for use in a small spacecraft. 相似文献
139.
控制力矩陀螺轴承组件是空间飞行器姿态控制系统的核心部件,其轴承的性能直接影响着空间飞行器姿态控制系统的控制精度和使用寿命,甚至危及空间飞行器安全.对于控制力矩陀螺轴承组件,轴承摩擦力矩大小及其波动性是轴承的关键性能指标,针对空间飞行器控制力矩陀螺轴承组件,在滚动轴承摩擦学和动力学基础上,建立六自由度控制力矩陀螺轴承组件非线性动力学微分方程组,并采用预估 校正的GSTIFF(Gear stiff)变步长积分算法进行求解,对其在有/无重力的工作环境、公 自转工况、轴承预紧力以及保持架兜孔间隙对轴承摩擦力矩幅值及其波动性的影响进行分析.分析结果表明:预紧力对轴承组件摩擦力矩影响显著,预紧力过大或过小都不利于降低摩擦力矩及其波动性,对于本文分析的轴承组件最佳预紧力为50~55N;保持架稳定性受重力影响显著,无重力时自转工况下保持架较稳定;过小的兜孔间隙会使摩擦力矩增大,过大的兜孔间隙会使摩擦力矩波动性增大,存在最优兜孔间隙使得摩擦力矩及其波动性都较小,针对本文分析型号的轴承组件,间隙比应控制在0.6~0.8之间. 相似文献
140.
为深入研究多故障转子-滚动轴承系统的机理,充分考虑了旋转部件的扭矩、剪切力、转动惯量及陀螺力矩等效应,采用Timoshenko梁单元和转盘单元建立了转子的有限元模型,集成了滚动轴承动力学模型,及不平衡、不对中、碰摩、裂纹及松动等故障模型,得到了多故障转子-滚动轴承系统的动力学方程。采用变步长龙格库塔法,获得了转子-滚动轴承系统的位移响应,研究了系统位移响应随转速变化的分岔图、庞加莱截面,以及故障特征处的时域波形图、轴心轨迹图、相平面图和频谱图,探究了多故障转子-滚动轴承系统的故障特征及其动力学特性和规律。仿真分析结果表明:多故障转子-滚动轴承系统在运行过程中存在周期运动,拟周期运动和复杂的类混沌运动等丰富的非线性行为,且在各非线性行为转速区间内,会呈现不平衡、不对中、碰摩、裂纹和松动等单一故障或耦合故障的特征和现象。 相似文献