基于S-PSO分类算法的故障诊断方法

将监控数据的已知状态作为先验类别标签,构造出新的有监督的粒子群优化(S-PSO)分类算法,并对设备进行故障诊断。为提高故障诊断的准确率,降低随机性对分类算法的影响,提出了新的基于动态邻域的自适应探测更新(ADU-DN)的干预更新策略来拓展粒子搜索整个解空间的能力,引导粒子自适应地跳出局部最优区域,确保获得全局最优解;同时设计出基于最小类内距离、最大类间距离和训练样本最大分类精度的适应度函数,使得输出的最优类别中心兼顾了这3个因素,增强了分类算法在故障诊断中的通用性和容错性,提高了测试样本的分类精度。S-PSO分类算法有效克服了聚类算法只考虑数据间相似性特征、不考虑数据蕴含的物理意义以及不能很好指导样本分类的缺陷。对GE90发动机孔探图像纹理特征分类进行了对比研究,研究数据表明:S-PSO分类算法表现出了较强的鲁棒性,在故障诊断中的分类精度高于支持向量机(SVM)和常用神经网络模型。     

基于AMESim的隔舱式贮箱推进剂管理仿真研究

通过多学科动力学建模方法研究,利用AMESim建立了隔舱式贮箱推进剂输送系统机械、液流与控制动力学模型,并对不同工况下推进剂输送系统动态特性进行数值仿真,获得了隔舱式贮箱推进剂动态变化、各个隔舱 的推进剂消耗率及质心位移等结果.仿真结果显示隔舱总体布局与初始容积分配、隔舱连通结构、飞行轨迹等均对隔舱式贮箱推进剂动态变化产生影响,所建立的模型可应用于隔舱式贮箱总体及结构设计.      

高精度高动态星模拟器研究

给出了高精度高动态星模拟器系统组成和总体结构, 提出一种基于亚像素显示技术提高动态星模拟器星点位置显示精度从而减小星点几何中心与能量中心位置偏差的新方法. 针对动态星模拟器高动态性要求, 提出一种快速精确检索全天球导航星的新方法, 将已知SAO (Smithsonian Astrophysical Observatory) 星表进行分区, 计算当前姿态四元数并分析航天器视轴所在区域, 对于距离视轴较远区域停止搜索和匹配, 很大程度上缩小了导航星搜索范围, 进而缩短了全天球恒星遍历所需时间. 软件测试结果表明, 此快速检索法可使全天球导航星的选取速度提高近10倍.      

网络图中边集束优化问题

网络规模增大和复杂度提高造成的节点遮挡覆盖和边交叉阻塞等问题成为网络可视化研究的热点.针对网络中出现的视觉凌乱问题,以空间位置和群组关系为出发点,从网络中独立的边和群组两个层次,以边汇合的角度研究边集束技术,将网络中临近的边集聚成束以降低视觉复杂度,提出和改进了分段力导引算法(FDA)简化模型和群组边相容的网络图边集束模型.其中分段集束模型,提出以二次样条曲线表示网络边,通过样条控制点进行迭代汇聚的方法,实现了网络中边的集束;针对分段集束模型中部分连线过度弯曲问题,提出通过CNM聚类算法将网络进行群组划分,在群组结构的基础上对组内连线应用边相容原则,根据连线的匹配系数计算其集束程度的方法,网络图集束后曲线扭曲变形减少,曲线过渡更加平滑.选取国内航空网络作为案例,通过两种边集束模型进行网络图简化,分析结果表明,国内机场的群组结构具有地理属性的相近性,航空网络在整体上呈现出明显的十字脉络,东西走向和南北走向的航线分别汇聚集结成束,表现了航空网络建设在南北和东西方向的总体趋势.本集束简化算法适用性广,绘制的网络图具有良好的视觉效果和可读性.      

多视场星敏感器结构参数标定方法

提出一种基于星间角距不变原理的多视场(FOV)星敏感器结构参数标定方法.这种方法以欧拉角表征多视场星敏感器各个子视场之间的旋转关系,利用识别得到的各个视场星点的坐标信息和赤经赤纬信息,计算出多对星光矢量来建立标定模型和目标函数,然后使用L-M算法优化目标函数并解算出各个子视场之间的结构参数.此方法不需要外部姿态测量仪器辅助,可用于在轨和地面标定.在全天球随机抽取多个姿态生成多视场的仿真星图用于标定,并采用星内角统计偏差作为结构参数标定精度的评价指标.这种方法能够准确求解多视场星敏感器的结构参数.星内角统计偏差的平均值在星点位置噪声标准差为0.1像素的仿真试验中为1.3",在外场观星的实际试验中为6.4".      

Impact of bending dies with different friction forms on forming force and quality of tubes manufactured by free bending technology

In the 3D free bending forming system, the bending die can be designed either in a sliding type or rolling friction type. Bending die-based sliding friction type is often called normal bending dies; however, the bending dies-based rolling friction type includes bending die-based roller type and ball type in structure. In the current study, the impact of three bending dies on the forming force, and the bent tube quality was investigated. The obtained results showed that the tangential stresses and strains of the tubes formed by the bending die-based roller type were the smallest among the three bending dies. Besides, the spherical bearing force P_U was reduced drastically after using the roller type and ball type compared to the sliding friction type. Moreover, the uniformity of the wall thickness distribution of the tubes formed by the roller type and ball type was better than those obtained from the sliding friction type. In addition, the cross-section distortion rate was reduced by 2.8% using the roller type, and 1.8% using ball-type compared to the sliding friction type.     

Grinding force and surface quality in creep feed profile grinding of turbine blade root of nickel-based superalloy with microcrystalline alumina abrasive wheels

Creep feed profile grinding of the fir-tree blade root forms of single crystal nickel-based superalloy was conducted using microcrystalline alumina abrasive wheels in the present study. The grinding force and the surface quality in terms of surface topography, subsurface microstructure, microhardness and residual stress obtained under different grinding conditions were evaluated comparatively. Experimental results indicated that the grinding force was influenced significantly by the competing predominance between the grinding parameters and the cross-sectional root workpiece profile. In addition, the root workpiece surface, including the root peak and valley regions, was produced with the large difference in surface quality due to the nonuniform grinding loads along the root workpiece profile in normal section. Detailed results showed that the surface roughness, subsurface plastic deformation and work hardening level of the root valley region were higher by up to 25%, 20% and 7% in average than those obtained in the root peak region, respectively, in the current investigation. Finally, the superior parameters were recommended in the creep feed profile grinding of the fir-tree blade root forms. This study is helpful to provide industry guidance to optimize the machining process for the high-valued parts with complicated profiles.     

伺服机构负载模拟系统设计与动态特性分析

针对火箭发动机喷管伺服机构的负载模拟问题,采用机械的方式,设计了一种可对伺服机构的惯性负载、摩擦力矩负载、弹性力矩负载、安装刚度以及发动机喷管柔性特征进行模拟的负载模拟器,并建立了模拟器和伺服机构数学模型。仿真分析了惯性负载、弹性力矩以及喷管柔性对伺服机构负载多自由度特性的影响。通过对伺服机构扫频实验,负载模拟器中的负载在一定范围内调节,可复现伺服机构实际工作中的动态特性。说明该负载模拟器结构设计合理,从而为具有多自由度特性的火箭伺服机构的负载模拟系统设计提供参考。该系统已经得到实际应用。     

星敏感器光谱探测能力用地面模拟测试系统设计

为实现对星敏感器光谱探测能力的测试和标定, 研制了一套可模拟恒星光谱的地面标定系统, 要求其光谱模拟精度优于10%. 采用光谱分布可控、光强可调的模拟照明系统作为地面标定系统的核心器件来模拟恒星光谱变化, 设计高成像质量准直光学系统使模拟星图成平行光出射, 在光学系统出瞳处产生星图, 完成具有恒星光谱信息的高精度星图模拟. 进而利用Lighttools建立标定系统的光谱仿真模型, 仿真结果表明恒星光谱模拟精度优于10%.