Rotating machinery fault diagnosis based on convolutional neural network and infrared thermal imaging

Rotating machinery is widely applied in industrial applications. Fault diagnosis of rotating machinery is vital in manufacturing system, which can prevent catastrophic failure and reduce financial losses. Recently, Deep Learning (DL)-based fault diagnosis method becomes a hot topic. Convolutional Neural Network (CNN) is an effective DL method to extract the features of raw data automatically. This paper develops a fault diagnosis method using CNN for InfRared Thermal (IRT) image. First, IRT technique is utilized to capture the IRT images of rotating machinery. Second, the CNN is applied to extract fault features from the IRT images. In the end, the obtained features are fed into the Softmax Regression (SR) classifier for fault pattern identification. The effectiveness of the proposed method is validated using two different experimental data. Results show that the proposed method has a superior performance in identification various faults on rotor and bearings comparing with other deep learning models and traditional vibration-based method.     

考虑根铰间隙的空间框架展开机构动力学分析

利用Kane法多体动力学基本理论并考虑根铰间隙影响因素，建立适用于空间柔性太阳电池阵的多框架展开机构多体系统动力学模型，对框架展开机构的展开方式和展开过程进行仿真分析，获得了机构组成部件在展开过程中的几何位置、速度、加速度等动力学特性，分析了框架展开机构各个关节点运动特性、铰链间隙与外部驱动力的相互作用规律。结果表明：合理控制框架展开机构各运动部件的驱动力矩是保证框架按照确定规律展开的必要条件；根铰间隙对太阳电池阵框架展开机构角加速度影响较为明显，进而影响到展开框架展开过程的稳定性，对转角和角速度几乎没有影响；在进行空间太阳电池阵框架展开机构设计时应严格控制铰链轴间隙，并通过动力学仿真校核间隙对太阳电池阵展开过程的影响；研究结果为空间柔性太阳电池阵多模块框架展开机构设计提供指导。     

基于变刚度变阻尼的柔性喷管动态模型

针对柔性接头动态迟滞曲线受控制系统控制位置精度和动态响应速度影响较大的问题,基于电液伺服机构和柔性接头变刚度变阻尼模型,构建了柔性喷管的电液伺服机构-变刚度变阻尼模型,将其和电液伺服机构-定刚度定阻尼模型进行了对比。分析了电液伺服机构主要参数、柔性接头工作参数等对电液伺服机构-柔性接头系统动态特性的影响。分析结果表明:电液伺服机构-变刚度变阻尼模型所构造的迟滞曲线可更准确地与实验结果相吻合,并符合迟滞曲线随频率变化的规律,反馈系数、放大器静态放大系数、电液伺服机构增益、滑阀流量增益等参数对系统动态特性的影响更为明显。该模型为固体火箭发动机电液伺服机构-柔性接头系统动态特性的调整提供理论依据。     

企业知识生态系统内生与外生协同机制研究

通过对企业知识生态系统协同机制的研究,设计知识生态系统内生和外生协同机制.内生协同机制包括企业知识生态系统战略协同机制、内部环境协同机制、领导协同机制、知识主体协同机制、激励协同机制的设计.外生协同机制包括外部环境协同机制设计、行业发展协同机制设计、技术协同机制设计,从而保障企业知识生态系统正常运行.     

伺服动力电源技术发展概述

近年来，机电伺服系统在航空、航天领域得到了广泛应用，逐渐形成了新的推力矢量控制和舵面控制实现方式，并推动了伺服动力电源的多样性发展。研究了国外运载火箭、导弹及飞机伺服动力电源技术的发展现状，梳理了各类场景中伺服动力电源的应用特点及未来需求，对比了常见的热电池、锌银电池、锂离子电池及涡轮发电等各类伺服动力电源的技术特点，并提出了高电压、高比功率、高比容量（新型电池，涡轮发电）、一体化/智能化/高可靠等伺服动力电源技术的未来发展方向。     

机载系统NANDFlash存储技术

为了发挥NANDFlash在机载环境中非易失性、体积小、固态性、重量轻、低功耗、抗震动等特点,介绍了NANDFlash的存储特性,对NANDFlash存储的关键技术进行了改进,提出了基于域机制的地址映射方式和基于阈值的损耗均衡方法,为机载系统能够更加可靠、实时和安全地进行数据存储提供了选择。     

Direct position determination using single moving rotating linear array: Noncoherent and coherent processing

To improve the resolution and accuracy of Direct Position Determination (DPD), this paper investigates the problem of positioning multiple emitters directly with a single moving Rotating Linear Array (RLA). Firstly, the geometry of the RLA is formulated and analysed. According to its geometry, the intercepted noncoherent signals in multiple interception intervals are modeled. Correspondingly, the MUltiple SIgnal Classification (MUSIC) based noncoherent DPD approach is proposed. Secondly, the synchronous coherent pulse signals are individually considered and formulated. And the coherent DPD approach which aims for localizing this special type of signal is presented by stacking all array responses at different interception intervals. Besides, we also derive the constrained Cramér-Rao Lower Bound (CRLB) expression for both noncoherent and coherent DPD with RLA under the constraint that the altitudes of the emitters are known. At last, computer simulations are included to examine the performance of the proposed approach. The results demonstrate that the localization accuracy and resolution of DPD with single moving linear array can be significantly improved by the array rotation. In addition, coherent DPD with RLA further improves the resolution and increases the maximum emitter number that can be localized compared with the noncoherent DPD with RLA.     

波音747-400F货机侧货舱门操作系统故障分析与维护

波音747-400F侧货舱门操作系统的故障关系到飞机能否正常装卸货物,对减少过站时间、避免延误、提高航空公司运力都有一定影响。本文从该系统的功能特点和故障数据统计出发,对飞机侧货舱门操作系统的常见故障进行全面分析,并根据分析结果提出相应的航线和工程维护措施。     

Numerical investigation of flow mechanisms of tandem impeller inside a centrifugal compressor

This study numerically investigated a single stage centrifugal compressor ‘‘Radiver’’ with a wedge diffuser and several tandem-designed impellers to explore the flow phenomena within the tandem impeller and the potential to enhance compressor performance. The results demonstrate that tandem design and clocking fraction (λ_s) significantly affects the compressor performance. The compressor stage with tandem impellers of Series A of boundary layer growth interruption alone are observed to have a widely operating range but efficiency and total pressure ratio penalty compared with that of conventional impeller. The tandem impeller with at least the same impeller efficiency as the conventional design is considered as a critical design criteria so that further modification process based on the flow characteristic of tandem impeller is necessary. In order to restrain the inducer wake and exducer shock losses, parameters modification of blade angle and thickness distributions are necessary and the modified tandem impeller of Series B is obtained. The modified tandem impeller with 25% clocking arrangement shows an 8.45% stall margin increase and maintains the total pressure ratio and efficiency as the conventional design, which proves the potential of tandem impeller to improve compressor stage performance. It is noteworthy that the tandem impellers of Radiver have not shown obviously balanced exit flow field and the fundamental mechanism of stall margin extending of tandem impeller lies on the improved impeller/diffuser matching performance resulting from the incidence angle variation at diffuser inlet.