基于图像识别的机械振动信号特征提取与寿命预测方法研究

滚动轴承作为许多机械设备的关键组件,被广泛应用于机械制造、航空航天等领域,其健康状态直接影响了相应设备的剩余寿命,因此在设备故障预测与健康管理(Prognostics and Health Management, PHM)领域,滚动轴承寿命预测具有很高的研究价值。目前基于数据驱动的轴承寿命预测方法主要利用特征提取并构造健康因子(Health Indicator, HI),然而在这一过程中特征的选择与融合依然依赖于专家先验知识,并且健康因子也很难从复杂的时序数据中进行提取。因此,提出了一种新型的数据驱动寿命预测算法,在特征提取方面,通过连续小波变换(Continuous Wavelet Transform,CWT)将传感器振动信号转换为时频谱图,再通过深度残差网络(Deep residual network, ResNet)结合时空卷积网络(Temporal Convolutional Network, TCN)将时频谱图中的时域频域特征构造成为健康因子,最后完成剩余寿命预测。本研究在PRONOSTIA数据集上与现有的数据驱动算法进行了对比,证明了该算法可以更准确地完成剩余寿命预测。     

视觉测振技术在柔性太阳翼模态试验中的应用

针对8 m×5 m的柔性太阳翼在倒立状态下进行模态试验，设计数字摄像视觉测振系统，基于图像特征跟踪法实现了从相机标定、图像采集、信息提取到三维振动数据获取的过程，通过工况模态辨识方法获取了柔性太阳翼模态频率及振型等动力学参数。并考虑空气和重力影响建立太阳翼有限元模型，通过与基于基恩士激光位移传感器的传统模态试验结果及仿真分析结果进行对比，验证了基于视觉测振工况模态试验方法的准确性，为柔性太阳翼在轨模态辨识奠定基础。     

Latitudinal distribution of solar coronal active regions

We studied the cyclic evolution of the latitudinal distribution of solar coronal active regions based on daily images from SOHO EIT for the period 1995–2017. Fully automated software was used, which included the following steps: initial preparation of images in the data series, normalization of histograms and correction of limb brightening, segmentation of images using threshold intensity values obtained from their histograms, scanning of segmented images in heliographic coordinates and obtaining profiles of latitudinal distribution of coronal active regions for each image of the data series. From the output data, we obtained a temporary change in the latitudinal distribution profiles and the migration of activity centers on the solar disk. From the period of minimum activity to the next minimum in both hemispheres, activity centers begin to migrate from high latitudes towards the equator. At the same time, the general center of activity repeatedly changes the direction of migration. The latitudinal distribution of the so-called presence factor of coronal active regions closely resembles the magnetic butterfly diagram, which proves their direct causal relationships. Variations in the presence factor of coronal active regions are correlated with cyclic variations in the sunspot daily numbers.     

一种基于系留无人机的图像遥测系统设计

针对海上船舶甲板的监控需求，本文提出了一种基于系留无人机的图像遥测系统设计方法，即通过系留无人机上的图像采集装置对被监控目标进行视频信号实时采集、压缩，再经过遥测装置的编码、调制、放大后由天线进行辐射，最后由数十公里外的遥测接收机完成接收、解调、解码，可实时显示船舶甲板图像信息。文中介绍了系统的软硬件组成、关键设备的设计方法、综合性能的分析，对相关图像遥测技术应用有一定参考意义。     

Image restoration of the asymmetric point spread function of a high-resolution remote sensing satellite with time-delayed integration

The calibration and validation team of the Korea Aerospace Research Institute has calibrated and validated the image data of the KOMPSAT-2 since the launch of KOMPSAT-2 on July 28, 2006. The asymmetric phenomenon of the point spread function of the KOMPSAT-2 image data is evident in both the along and the across direction, most likely because KOMPSAT-2 has a 1 m ground sample distance high-resolution camera with time-delayed integration. Furthermore, because KOMPSAT-2 is in space, the KOMPSAT-2 image data has been corrected with good results by means of modulation transfer function compensation.     

A model of the effects of heavy ion radiation on human tissue

In heavy ion radiotherapy and space travel humans are exposed to energetic heavy ions (C, Si, Fe and others). This type of irradiation often produces more severe biological effects per unit dose than more common X-rays. A new Monte Carlo model generates a physical space with the complex geometry of human tissue or a cell culture based model of tissue, which is affected by the passage of ionizing radiation. For irradiation, the model relies on a physical code for the ion track structure; for tissues, cellular maps are derived from two- or three-dimensional confocal microscopy images using image segmentation algorithm, which defines cells as pixilated volumes. The model is used to study tissue-specific statistics of direct ion hits and the remote ion action on cells. As an application of the technique, we considered the spatial pattern of apoptotic cells after heavy ion irradiation. The pattern of apoptosis is modeled as a stochastic process, which is defined by the action cross section taken from available experimental data. To characterize the degree of apoptosis, an autocorrelation function that describes the spatial correlation of apoptotic cells is introduced. The values of the autocorrelation function demonstrate the effect of the directionality of the radiation track on the spatial arrangements of inactivated cells in tissue. This effect is intrinsic only to high linear-energy-transfer radiation.     

空间相机低频隔振系统及试验验证

随着遥感卫星分辨率的提高。星上微振动对空间相机的影响越来越显著。在相机与卫星平台之间安装隔振装置,将飞轮、扫描机构等扰振源产生的振动与相机隔离开来是一种改善其工作环境的有效方法。文章介绍了针对中巴地球资源卫星研制的相机被动隔振系统,以及在地面结构星上进行的联合隔振性能测试。测试结果表明。传递至相机的两个主要扰振频率分量...     

基于Contourlet与HIS变换的SAR与多光谱影像融合方法

为了提高SAR影像的解译水平,本文利用Contourlet变换在影像表述上能够弥补小波变换不能有效捕捉二维空间实体的特点,提出了一种基于Contourlet与HIS变换的SAR与多光谱影像融合方法。实验选取了一组TM 多光谱影像与ERS-2 SAR影像进行融合研究,并将融合结果与基于HIS变换、DWT结合HIS变换融合方法的融合结果进行视觉比较与统计分析。结果表明,无论是目视比较还是统计分析,本文方法都很好的将SAR影像的空间细节与多光谱影像的色彩信息集成到了一起,显著地提高了SAR影像的解译水平,相对于基于HIS、DWT+HIS变换的融合方法获得了更好质量的融合影像。     

联合变换相关法测量空间相机像移的抗噪性研究

为了研究使用联合变换相关器测量空间相机像移时噪声对测量精度的影响,分别对相关器加入背景噪声和图像噪声,通过仿真得到5种不同处理方法在不同噪声水平下的测量误差,并利用搭建的实验平台验证了使用联合变换相关法测量空间相机像移的有效性。结果表明,相比于其它相关器处理方法,使用功率谱相减并以0值为阈值二值化的方法得到的像移测量精度较高,即使对于SNR=1的输入图像,在含有背景噪声时,像移测量误差不大于0.12个像元,完全满足空间相机的使用要求。