一种基于Deep-GBM的航空发动机中介轴承故障诊断方法

针对航空发动机中介轴承故障信号难于识别的特点,提出了一种深度梯度提升模型（Deep-GBM）对振动信号特征进行逐层学习以提高分类模型的准确率。开展某型航空发动机中介轴承故障模拟实验,并采用经验模式分解(EMD)方法对采集的振动信号进行分解,提取内蕴模式函数(IMF)分量非线性动力学参数样本熵作为原始故障特征。采用Deep-GBM对中介轴承内环故障、内环和滚动体综合故障、正常、滚棒剥落、滚棒划伤五种不同状态进行识别。实验结果表明,所提出的Deep-GBM故障诊断准确率达到87%,相对于传统的机器学习模型准确率最高提升了28%,并具有良好的泛化能力。      

基于G-M制冷机的大尺寸冷屏设计方法

介绍了基于Gifford-Mcmahon (G-M)制冷机的大尺寸冷屏的设计方法。该低温冷屏配合真空环境模拟室共同使用,为遥感卫星的星载遥感器等部件的红外定标试验提供20K的低温冷背景。该冷屏采用5台G-M制冷机进行制冷,外形尺寸达到1m×1m,是目前国内同类型冷屏中尺寸最大的。详细介绍了冷屏在容器内的安装布置、冷缩时的补偿等结构设计方法、冷屏的表面温度分布以及降温时间等计算分析。成功解决了大尺寸冷屏在低温环境下的冷缩补偿难题,试验结果表明:冷屏主要测点温度为15K,温度均匀性误差为±1K,达到并超过设计要求。      

Hypervelocity impact induced shock acoustic emission waves for quantitative damage evaluation using in situ miniaturized piezoelectric sensor network

Manmade debris and natural meteoroids, travelling in the Low Earth Orbit at a speed of several kilometers per second, pose a severe safety concern to the spacecraft in service through the HyperVelocity Impact(HVI). To address this issue, an investigation of shock Acoustic Emission(AE) waves induced by HVI to a downscaled two-layer Whipple shielding structure is performed,to realize a quantitative damage evaluation. Firstly a hybrid numerical model integrating smoothparticle hydrodynamics and finite element is built to obtain the wave response. The projectiles, with various impact velocities and directions, are modelled to impact the shielding structure with different thicknesses. Then experimental validation is carried out with built-in miniaturized piezoelectric sensors to in situ sense the HVI-induced AE waves. A quantitative agreement is obtained between numerical and experimental results, demonstrating the correctness of the hybrid model and facilitating the explanation of obtained AE signals in experiment. Based on the understanding of HVI-induced wave components, assessment of the damage severity, i.e., whether the outer shielding layer is perforated or not, is performed using the energy ratio between the regions of ‘‘high frequency" and ‘‘low frequency" in the acquired AE signals. Lastly, the direct-arrival fundamentalsymmetric wave mode is isolated from each sensing signal to be input into an enhanced delay-andsum algorithm, which visualizes HVI spots accurately and instantaneously with different sensor network configuration. All these works demonstrate the potential of quantitative, in situ, and real time HVI monitoring using miniaturized piezoelectric sensor network.     

Behavior and functional modeling methods of doubly salient electromagnetic generators for aircraft electrical power system applications

The Doubly Salient Electromagnetic Generator(DSEG) is a promising candidate in aircraft generator application due to the simplicity, robustness and reliability. However, the field windings and the armature windings are strongly coupled, which makes the inductance characteristics non-linear and too complex to model. The complex model with low precision also leads to difficulties in modeling and analysis of the entire aircraft Electrical Power System(EPS). A behavior level modeling method based on modified inductance Support Vector Machine(SVM) is proposed. The Finite Element Analysis(FEA) inductance data are modified based on the experiment results to improve the precision. A functional level modeling method based on input–output characteristics SVM is also proposed. The two modeling methods are applied to a 9 kW DSEG prototype. The steady state and transient process precision of the proposed methods are proved by comparing with the experiment results. Meanwhile, the modeling time consumption, the application time consumption and the calculation resource demand are compared. The DSEG behavior and functional modeling methods provide precious results with high efficiency, which accelerates theoretical analysis and expands the application foreground of the DSEG in the aircraft EPS.     

C/SiC复合材料螺钉拉伸强度分布模型

C/SiC复合材料螺钉是在高超声速飞行器上应用越来越广泛的一类重要紧固件,但其拉伸性能存在较大散差,分布规律尚不明确,给材料选用和结构设计带来了很大困难。本文采用电子万能试验机对M8、M10、M12三种规格的平头C/SiC复合材料螺钉进行力学性能试验,并分析了拉伸强度的分布规律。在此基础上应用双参数Weibull模型对统计数据进行拟合,并对拟合结果进行了柯尔莫哥洛夫检验。结果表明:C/SiC复合材料螺钉的拉伸性能分布满足双参数Weibull模型,其特征强度β为212 MPa,形状参数α为9. 45,可以据此进行复合材料许用强度设计。     

ZSGA?2型重力敏感器关键技术分析与试验验证

与国外主流海洋重力仪相比,国产海洋重力仪的分辨率低一个数量级,这制约了国产海洋重力仪的应用。针对国产海洋重力仪亟需提高分辨技术的需求,根据ZSGA-2型重力敏感器的工作原理,建立了弹性系统的力学模型,并开展了样机的静态性能测试。测试结果表明,经零位漂移和大地固体潮汐修正后的静态精度达到了0.03mGal,样机随重力仪进行楼层高差测量的重复性为0.15mGal。该型重力敏感器的分辨率已经达到了国外同类产品的技术水平,并具备了一定的动态适应性,为该型高分辨率零长弹簧重力敏感器开展高动态环境适应性技术研究奠定了坚实基础。     

基于工况/场景的飞机系统试验验证方法

描述了一种飞机系统在试验室系统综合或全机级环境下进行设计验证的方法和过程。首先定义系统需求所在工况/场景,然后根据功能基线,确定工况发生的阶段以及完成此工况需参与的系统范围和构型,从而形成具体的试验步骤,进而通过试验来判断系统的响应是否满足上一级需求。     

MEMS惯测技术在管道测绘系统中的应用

针对小口径管道的测绘问题,提出了一种MEMS惯测装置在小管道测绘系统中应用的方法,直接利用地标点信息为MEMS惯测装置装订初始方位,采用因子图理论对惯性/里程计组合导航信息进行处理,通过后续处理对装订误差进行修正,解决了MEMS惯测装置无法完成初始对准的问题。给出了惯性/里程计组合导航的因子图以及和积算法递推公式,并通过牵引试验对所提方法进行了验证。试验结果表明,提出的应用方法能够有效解决小口径管道的测绘问题,在100m间隔的路标点条件下,单边定位精度能够达到5cm。     

热发射过程中发射箱蒙皮力学性能损伤与试验研究

文中选择大、中、小3种典型结构尺寸的发射箱,利用计算流体动力学（Computational fluid dynamics,CFD）仿真软件Fluent对发射箱蒙皮表面在导弹发射过程中的力、热环境进行了仿真分析。以铝合金材料为例,对发射箱蒙皮材料在燃气流环境中力学性能损伤情况进行了烧蚀试验研究。研究结果表明,随着烧蚀时间延长,铝合金材料力学性能损伤存在一个突变点,在1.5 s内下降不明显,但是当烧蚀时间延长至2.0 s时,力学性能急剧下降至0。该研究结果为铝合金发射箱轻量化设计、热防护设计和使用次数设计等提供了数据支撑。     

类蛛网状盘式谐振微陀螺的抗冲击性能与结构误差仿真分析

具有导航级潜能的盘式谐振微陀螺是国际研究最热门的一类微机械陀螺,在此基础上设计了一款频率裂解小的类蛛网状盘式谐振微陀螺。通过有限元仿真软件进行了模态分析和冲击分析,仿真结果表明类蛛网状盘式谐振微陀螺工作模态与寄生模态最小频差为3.9kHz,可承受的冲击载荷加速度高达25000g。此外,开展了晶向误差和工艺误差等结构误差对频率裂解影响的仿真研究,结果表明,其比圆环状盘式谐振陀螺在频率裂解上具有更低的结构误差敏感度。综上说明该结构能有效抑制寄生模态干扰、抗冲击性能强且结构误差鲁棒性好,具有较好的发展前景。