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.     

汽车用齿轮激光淬火工艺研究

对汽车齿轮材料 40CrNiMo的表面激光淬火工艺进行了研究 ,分析了工艺参数对硬化深度及耐磨性的影响。通过试验 ,证明 40CrNiMo激光淬火工艺可行     

齿轮测量中心测头数据采集系统

提出了齿轮测量中心电感测头的新型数据采集系统,包括以集成开关构成的新型相敏检波器和以单片机为核心的数据采集系统,可以应用于各种电感信号的处理,具有较强的通用性。     

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。     

BTA 深孔钻削切屑变形与刀齿切削力分布规律仿真

采用ABAQUS有限元分析软件,建立了错齿BTA钻头钻削环状工件单元切削仿真模型,以45#钢为工件材料,对错齿BTA钻头各刀齿切削不同直径的环状工件进行了模拟仿真,分析了钻削过程中错齿BTA钻头各个刀齿切屑的形成过程与变形特点,研究了环状单元切削力三分量随工件半径的受力分布规律.结果表明,错齿BTA钻头各刀齿切削力分量呈现出随半径增大而增大的非均匀分布规律,并且切削速度和进给量对切削力分布规律几乎没有影响.     

某型导弹翼轴花键齿首齿机加工精度研究

就如何保证新一代导弹重要零件翼轴花键齿首齿位置精度达到±１０’的机加工技术作了详细的阐述，着重就花键齿插齿过程中的工装定位、首齿位置精度的提高和测量方法进行了较为认真的研究。实践证明，该种插齿工艺方法能保证翼轴零件首齿位置精度的互换性，在具有类似的首齿位置精度要求的齿轮加工行业中有一定的先进性，并具有借鉴和推广价值。     

航空齿轮减速器稳健优化设计研究

航空齿轮减速器通常对重量、强度、效率以及可靠性有极高的要求,考虑到其所处工况的随机性、工艺水平的差异性以及材料强度等力学性能参数的波动性,传统的确定性参数优化设计已不能满足工程实际的需求。在传统的确定性优化设计模型的基础上,基于6σ稳健设计基本理论建立齿轮传动系统的多目标稳健设计优化模型,并采用NSGA-Ⅱ多目标优化算法进行求解;以某航空齿轮减速器中单级斜齿圆柱齿轮系统为研究对象进行实例分析。结果表明:本文提出的基于6σ稳健设计理论的齿轮传动系统优化模型充分考虑了不确定性因素对优化的影响,具有一定的工程应用价值。     

Modeling and experiment of grinding wheel axial profiles based on gear hobs

Hobbing is one of the crucial gear manufacturing processes with high precision and high efficiency. In order to improve the accuracy of hobbing and hob relief grinding, more precise grinding wheels are demanded for relief grinding in the production of gear hobs. In this paper, a new and accurate mathematical method for calculating the axial profile of grinding wheel based on the corresponding gear hob to be ground is proposed. Considering that most researches have been conducted to focus on the optimization of hob geometric feature and only can be applied to a specific type of hand of helix and rake angle of gear hobs. The method in this paper can be served as a general algorithm for generating axial profile of grinding wheels on the basis of the spatial envelope theory, the principle of coordinate system transformation, and studies on normal profile of single-tooth. The accuracy of grinding hobs is based on applying the approach in practical manufacturing. Taking two typical different kinds of pre-grinding gear hobs as examples for calculation and experiment, the results of tooth profile errors strengthen the position that the validity and feasibility of this method, it can be employed for gear hob design and grinding processing.     

基于遗传算法的弧齿锥齿轮动态特性优化设计

基于集中质量法建立了弧齿锥齿轮八自由度弯-轴-扭三维空间动力学模型,在模型中考虑了啮合刚度的时变性、几何传动误差的非线性、齿面侧隙以及支承刚度的非线性.采用Runge-Kutta法对传动系统动态响应进行求解.在此基础上,以啮合周期内动态特性指标——振动加速度均方根作为优化目标函数,使用遗传算法对局部综合法中的齿面控制参数进行优化.在对设计参数进行优化的同时也获得了齿轮副最优加工参数.最终以齿面修形的方式实现了航空弧齿锥齿轮动态特性优化,减小了齿轮传动系统的振动与噪声.      

月面钻取采样回转齿轮副啮合生热试验研究

针对月面钻取采样装置的回转齿轮副啮合热进行理论分析,依据辐射换热定律建立了理论温升模型;模拟实际月面真空、带载工况并开展试验研究。分析了啮合热在月面高真空环境的制约条件下,向机体外传播的方式、传热途径以及散发不畅时的积聚作用对附近运动副工作特性的影响。研究结果表明：回转齿轮副作为钻具驱动单元动力传递的中间环节,在20Nm负载转矩工况下持续运行40分钟,理论预测最大温升28.66℃,与试验测量的最大温升结果28℃相吻合,充分验证了钻进驱动单元热设计的正确性,准确地识别出回转齿轮副啮合热积聚的潜在风险。