基于一维卷积神经网络和SoftMax分类器的风电机组行星齿轮箱故障检测

将卷积神经网络引入风机故障检测领域,设计了一种一维卷积神经网络的结构,并和SoftMax分类器相结合构造了一种双层智能诊断架构。一维卷积神经网络用于行星齿轮箱数据的特征提取,SoftMax分类器对提取的特征进行分类。与传统智能算法相比,该方法具有训练样本少,可直接使用原始数据训练网络;计算效率高,可以适应实时诊断的需要。试验结果证明,该方法可以有效地诊断出不同工况下的行星齿轮箱中的齿轮故障。     

基于GWO-TVF-EMD方法的行星齿轮箱齿面剥落故障诊断

针对时变滤波经验模态分解（TVF-EMD）方法的不足之处,将样本熵作为适应度函数,采用灰狼优化（GWO）算法对带宽阈值和B样条阶数核心参数进行寻优,得到最优组合解,对不同的故障冲击试验振动信号进行分解。对本征模态函数（IMF）分量选取过程进行优化,采用多个加权指标对所有IMF分量进行计算,最终选取最优IMF分量,再通过包络谱分析提取出行星轮齿面剥落故障特征。在行星齿轮箱故障试验中,利用方均根法对剥落故障进行初步识别,根据GWO-TVF-EMD法分解得到各剥落故障信号最优IMF分量,使用包络谱分析明显判断出行星齿轮的故障频率。该方法能够提取3种不同程度齿面剥落故障的细节特征,理论值与实际值的相对误差为1.68%。      

The dynamic heliosphere,solar activity,and cosmic rays

This brief review addresses the relation between solar activity, cosmic ray variations and the dynamics of the heliosphere. The global features of the heliosphere influence what happens inside its boundaries on a variety of time-scales. Galactic and anomalous cosmic rays are the messengers that convey vital information on global heliospheric changes in the manner that they respond to these changes. By observing cosmic rays over a large range of energies at Earth, and with various space detectors, a better understanding is gained about space weather and climate. The causes of the cosmic ray variability are reviewed, with emphasis on the 11-year and 22-year cycles, step modulation, charge-sign dependent modulation and particle drifts. Advances in this field are selectively discussed in the context of what still are some of the important uncertainties and outstanding issues.     

星际着陆自主障碍检测与规避技术

 为了在具有科学价值的复杂地形区域实现安全着陆,未来的星际着陆器必须具备自主障碍检测与规避的能力。从星际着陆导航传感器技术、自主障碍检测方法和自主障碍规避技术3个方面出发,对星际着陆自主障碍检测与规避技术进行较全面的分析和总结。首先,对适用于星际着陆自主障碍检测的各种主动式和被动式传感器的工作原理、优缺点进行较深入的阐述;接着,基于不同传感器的测量信息,对各种自主障碍检测方法的障碍检测能力、优缺点进行较详细的对比分析;然后,基于多信息融合的自主障碍检测方法,对安全着陆点选择的原则进行阐述;最后,对星际着陆自主障碍规避流程和适用于星际着陆自主障碍规避的制导控制方法进行较系统的总结。     

城市化发展对南昌局地气候的影响

文章通过分析南昌市1971～1979年气温、风、降水、湿度、太阳辐射等气象要素的变化特征,初步得出城市化发展对南昌局地气候产生的影响程度及变化规律。     

创业氛围与环境优化

创业环境的优化是一个内外协同演进的共生过程,培育一定的创业氛围是其中至关重要的中间环节。创业环境包括两个组成部分：内生决定的创业氛围和外部影响的创业条件。现阶段,决定我国创业水平的环境因素是创业氛围,它表现为显在与潜在的创业者行为方式,是一种主观的生态环境。不同区域创业环境优化的政策思路应当有别,落后的中西部地区创业环境建设的关键在于形成一定的创业氛围,否则,客观的创业条件再怎么改善也很难有效刺激创业活动。     

Solar Activity and the Climate of Prebaikalia

This paper presents convincing evidence for the reality of manifestations of solar variability in climate characteristics of the Prebaikalia. A numerical estimate is obtained of this influence on ground air temperature. It is shown that the main meaningful variations in air temperature in the region for the period1881-1960 were caused by solar activity. Since the 1960s till the present, with the influence of solar variability continuing, a clear-cut influence of another factor has been observed, the role of which has been steadily increasing, and in the hst decade it has now exceeded the contribution of solar variability. Research results on the variations in hydrological characteristics of Lake Baikal and the Angara river and their connection with solar activity are presented. It is shown that these characteristics are closely correlated with the duration of solar cycles.      

直升机行星传动轮系故障诊断研究进展

行星传动轮系是直升机传动系统的核心部件,是直升机健康和使用监测系统(HUMS)重要的监测对象。直升机行星传动轮系具有结构复杂紧凑、组件繁多、工况瞬时多变以及使用环境恶劣等特点,导致直升机行星传动轮系振动信号污染严重、成分复杂,具有较强的非平稳性和耦合调制特征。另外复杂的故障模式、较少的故障样本,也都增加了直升机行星传动轮系故障诊断的难度。面对这些难题,研究人员在基于信号降噪与信号分离、时频分析与解耦解调、数学建模与模式识别的故障诊断技术上取得了丰硕的成果。面对仍然存在的一些亟待研究和解决的问题,提出了直升机行星传动轮系故障诊断技术的研究方向以及未来的发展趋势。     

低电离层中的行星波扰动及其垂直传播

根据武昌电离层观象台接收的罗兰－Ｃ ＬＦ无线电波的传播资料，利用小波分析方法，研究了１９８５年和１９８６年冬季的低电离层中的行星波扰动及其垂直传播。结果表明：（１）两个冬季中，在７５ｋｍ和９５ｋｍ高度上，均存在明显的行星波扰动，主要成分是５－１０天和１０－２０天周期的波动，扰动幅度随高度增长，但增长值小于理论增长值；（２）在７５ｋｍ高度上的扰动和９５ｋｍ高度上的扰动，具有十分相似的扰动形态。根据行     

Aerosol Effects on Clouds and Climate

Aerosols affect the climate system by changing cloud characteristics in many ways. They act as cloud condensation and ice nuclei, they may inhibit freezing and they could have an influence on the hydrological cycle. While the cloud albedo enhancement (Twomey effect) of warm clouds received most attention so far and traditionally is the only indirect aerosol forcing considered in transient climate simulations, here I discuss the multitude of effects.