Semi-supervised gear fault diagnosis using raw vibration signal based on deep learning

In aerospace industry, gears are the most common parts of a mechanical transmission system. Gear pitting faults could cause the transmission system to crash and give rise to safety disaster. It is always a challenging problem to diagnose the gear pitting condition directly through the raw signal of vibration. In this paper, a novel method named augmented deep sparse autoencoder (ADSAE) is proposed. The method can be used to diagnose the gear pitting fault with relatively few raw vibration signal data. This method is mainly based on the theory of pitting fault diagnosis and creatively combines with both data augmentation ideology and the deep sparse autoencoder algorithm for the fault diagnosis of gear wear. The effectiveness of the proposed method is validated by experiments of six types of gear pitting conditions. The results show that the ADSAE method can effectively increase the network generalization ability and robustness with very high accuracy. This method can effectively diagnose different gear pitting conditions and show the obvious trend according to the severity of gear wear faults. The results obtained by the ADSAE method proposed in this paper are compared with those obtained by other common deep learning methods. This paper provides an important insight into the field of gear fault diagnosis based on deep learning and has a potential practical application value.     

涡旋真空泵的密封设计

涡旋真空泵在工作过程中动、静涡盘之间间隙存在泄漏损失,它是影响涡旋真空泵工作性能的重要因素;总结了涡旋真空泵的工作原理;介绍了涡旋真空泵的密封设计与选择、间隙的确定。从材料和结构两方面阐述了密封的几种结构形式,说明了各自的工作原理,及需要注意的问题,阐明这些问题是影响泵性能指标的重要因素。     

基于齿数的渐开线直齿轮参数化建模

介绍了在UG环境下渐开线直齿轮参数化建模的方法,分析了不同齿数范围对建模过程的影响,并依据分析结果建立了渐开线直齿轮的两个精确模型,利用这两个模型通过修改参数列表能快捷得到满足任意参数要求的渐开线直齿轮的三维模型。     

汽心泵特性研究

 通过理论分析和试验,导出汽心泵稳定工作的基本方程和性能参数之间的函数关系;分析了当转速、压力、流量和负载系数变化时,汽心对泵特性所起的调节作用;提出决定相对汽心直径的特征参数p_2/n~2D_2~2;还讨论了汽心泵的极限工作状态和最大流量调节范围。     

环路热管内工质流动特性的研究

由于环路热管（LHP）具有高传热性能、远距离传输热量、优良的控温特性和管路的可任意弯曲、安装方便等特点，使LHP在航天热控领域有着广泛的应用前景。文章对LHP内工质的流动压力降进行了分析和计算；对毛细芯所能提供的最大蒸发传热能力进行了预测，并结合实验研究综合分析了毛细芯结构对LHP性能的影响。     

可控曲率半径的圆柱形叶片逐点绘型方法

针对中低比转速离心泵,根据叶片进出口边界条件,以逐点绘型方法为基础,提出了一种新的曲率半径可控的叶片绘型方法。该方法的主要特点是曲率半径比值可作为设计常量由设计人员根据需要事先给定,随后分析了曲率半径及比例因子对叶片安放角、叶片包角、相对速度及速度矩等的影响。结果表明,不同曲率半径比值下的叶型参数及流动参数变化范围很大,曲率半径比值较大时,节流损失较大,泵扬程较低,曲率半径比值较小时,脱流损失较大,泵效率较低,存在较优的曲率半径比值区间[1.4,2.4],使叶片安放角平滑变化,泵的综合性能较优,在该优化区间内,取较大的曲率半径比值有利于获得较优的汽蚀性能,比例因子为0时叶片安放角的变化较为平稳,可用于开展离心泵的初步设计。     

ENERGY-SAVING MATCHING STRATEGY AND EXPERIMENTAL STUDY OF PUMPING SYSTEM FOR TRUCK-MOUNTED CONCRETE PUMP

Aiming at the high fuel consumption and use-cost of truck-mounted concrete pump , an energy-saving matching strategy of pumping system is presented and the experimental study is conducted.Since pumping system occupies most resources of engine , the matching strategy between engine and main pump is analyzed to meet the load demand and reduce the engine rational speed drop.The testing method is established to measure the fuel consumption of engine under various working conditions , and the experimental data are analyzed to find the law of the fuel consumption of engine.The system performance can be improved by adjusting the system input value.Finally , the energy-saving matching strategy is established to reduce the fuel consumption of truck for unit workload , which provides a new approach for the energy-saving of truck-mounted concrete pump.     

温度对飞机燃油射流泵工作特性影响

建立了射流泵数学模型,采用数值计算方法对其工作特性进行了模拟,搭建了实验台,采用RP-3燃油,通过实验数据验证了模型的正确性.在此基础上,分别选择了RP-3和JET-A两种燃油,计算了从-40℃~40℃温度下,不同操作压力对射流泵流量比的影响.结果表明:燃油温度高于0℃时,温度对射流泵工作特性影响并不明显,随着温度的降低,射流泵性能与标准温度下（20℃）偏差越来越大,且压比越高此偏差越明显.当温度高于0℃时,采用RP-3和JET-A燃油性能相差不大,RP-3燃油性能略优于JET-A燃油,但是在低温下,RP-3燃油性能远高于JET-A燃油.因此当燃油温度较低且压比较高时,必须充分考虑温度对射流泵特性的影响.      

航空燃油齿轮泵滑动轴承非线性瞬态性能数值分析

为研究航空燃油齿轮泵滑动轴承在复杂交变载荷扰动下的瞬态润滑行为,建立了燃油齿轮泵滑动轴承的瞬态计算模型。该模型考虑了滑动轴承油膜空化边界的质量守恒和其所处非线性动态承载环境的影响。在此基础上使用批处理技术实现了燃油齿轮泵和滑动轴承的联合仿真计算,在滑动轴承的瞬态润滑计算过程中计入了燃油泵瞬态内流场和其动态载荷的耦合作用。以此进行了恒定载荷和动态载荷工况下的轴心轨迹稳定性分析以及轴承瞬态润滑性能分析研究。研究结果表明：滑动轴承计算模型的计算结果与实验数据较为吻合,误差保持1.2%以内;燃油齿轮泵的动态载荷对轴心轨迹的影响体现在轨迹启动段偏移的增大以及静平衡位置的消失;通过不同关键参数的对比研究发现：合理的增大宽径比或减小间隙比可以获得更为理想的轴心轨迹静平衡位置,但对于轴承转子运动的稳定性,间隙比由0.2%增至0.6%时,未稳定阶段轴心位置的变化趋势由双峰变为单峰,速度稳定段曲线的波动幅值先增大后趋于不变;当宽径比由0.6增至1.2时,全周期内速度响应曲线的偏移降低,轴心运行的稳定性提高;在轴承瞬态润滑特性中对于轴承载荷变化泄露流量具有的敏感性较强而最小油膜厚度的敏感性较差。     

微型涡轮发动机综合测控系统设计

针对微型涡轮发动机测控要求,设计了集试车、控制系统半物理模拟、电动供油试验功能于一体的综合测控系统.各传感器调理信号并接到测控计算机与电子控制器;电子控制器通过串口接受测控计算机操纵指令,并采集p₂进行转速间接闭环控制.详细介绍了转速测量方法、电动油泵(pulse width modulation,PWM)驱动设计,并分析、设计了发动机控制律.测试软件以Lab Windows/CVI为平台,采用多线程技术设计.应用表明,系统结构简单、试验效率高,可为同类发动机研发提供支持.