基于决策树的涡轴发动机气路健康评估方法

为解决涡轴发动机退化模式多、故障样本大、分类困难的问题,将梯度提升决策树(GB?DT)算法应用于涡轴发动机气路健康评估.首先对涡轴发动机故障标签进行了拆解,针对每一类标签设计了一个分类器.通过特征重要度排序筛选了6个分类标签的输入特征,有效降低模型复杂度.通过遍历确定树的最优数量和深度,确保了分类的准确性.仿真结果表明...     

航空发动机主轴疲劳寿命预测方法研究

对航空发动机主轴疲劳寿命分析多采用斯贝MK202发动机应力标准EGD-3中提供的方法。本文以某涡轮轴为对象,基于EGD-3方法,分别采用通过查表和有限元法计算得到的应力集中系数进行寿命估算,并利用应力修正系数法对主轴低周疲劳寿命分析,并将结果与传统名义应力法计算结果对比。结果表明：运用应力修正系数法估算主轴低周疲劳寿命结果与EGD-3查表结果相当,是可行的;在高低周载荷下,使用有限元法计算应力集中系数的EGD-3方法计算的主轴疲劳寿命更符合实验结果。     

硬质聚氨酯泡沫塑料夹芯气孔缺陷研究

在介绍了泡沫塑料成型机理与过程的基础上，重点研究了模塑成型的硬质聚氨酯泡沫塑料夹芯上气孔缺陷的类型及产生原因，指出可从发泡原料组分、发泡工艺及模塑型腔设计等方面采取措施来显著减轻夹芯气孔缺陷。     

Experimental Study on Emission Performance of an LPP/TVC

A key issue in the commercial aircraft engine design is environmental acceptability, and designers are continually challenged to reduce emissions. In this paper, an experimental investigation is performed to evaluate the emission performance of a liquid-fueled trapped vortex combustor (TVC) under lean premixed prevaporized (LPP) mode. When operating as an LPP system, a TVC is fueled both in the cavities and in the main stream. The correlations between the emission performance and the total excess air ratio, the positions (4 positions) of the fuel injectors in the main stream, and the inlet temperature are obtained. Experi- mental results show that both the volume concentrations of unburnt hydrocarbon (UHC) and NOx (NO, NO2 usually grouped together as NOx) increase with the increase of total excess air ratio from 1.5 to 3.0; the emission performance relies heavily on the position of the main stream injector, and the best performance is achieved at Position 4 in the experiments; the increase of the inlet temperature impacts on the emission performance positively; the smallest volume concentrations of UHC and NOx obtained in the experiment are 94×10 6 and 2.3×10 6 respectively. This paper validates the feasibility of low emissions for an LPP/TVC and provides a reference for further optimization of TVCs.     

基于有序BDL树集的船舶电网潮流算法及执行时间分析

针对嵌入式船舶电力模拟训练系统在频繁模拟操作指令下对潮流计算的快速性需求以及嵌入式模拟训练系统极其有限的运算资源之间的矛盾,提出一种基于有序BDL树集的船舶电网潮流算法。该算法在常规回推前推法基础上对节点编号进行优化,将多电站船舶电力系统在实际开环运行模式下等效为由多个辐射状电网构成的有序BDL树集,树集中的每个有序BDL树包含单个电站中的主配电板层、配电层和负载层,并把发电机潮流整合入主配电板层,避免了常规潮流算法中节点编号突变问题。对该算法的时间复杂度分析结果及实际运行结果进行比较分析,证明该算法比常规船舶电网潮流算法更优。     

随钻用光纤陀螺惯导系统振动误差建模与辨识

随钻振动工作环境下,针对惯导系统传统的线性器件误差模型不能适用于线振动工作环境的问题,提出了适用于振动条件下的高阶器件误差模型。通过分析二次项误差在静止与振动状态下的误差传播特性,得出加速度计二次项误差为线振动中主要误差项,建立包含加速度计二次项误差的36阶Kalman滤波器。与传统33阶误差模型相比,36阶误差模型可以有效分离和辨识器件误差。最后,在线振动状态下进行导航验证。结果表明,补偿了二次项误差之后的导航误差得到了大幅优化,速度误差由50m/s减小至2.2m/s,位置误差由90000m减小至2000m,姿态误差由0.7°减小至0.01°。     

基于状态维修的预防性维修策略优化模型研究

基于状态的维修着眼于系统的具体运行状况,对被监测装备的真实状态进行评估,克服了维修的盲目性,可有效减少由于维修不足而引起的意外故障和由于维修过剩带来的资源浪费。提出一种基于状态的多部件系统非周期预防性维修计划的优化方法,引入"机会维修阈值"概念,优化不同维修方式转移概率的表达式,将多个维修作业按照机会维修阈值进行归并,运用马尔可夫决策过程理论,给出不同维修方式转移概率的表达式和目标函数,并进行算例分析。结果表明:提出的优化模型减少了预防性维修活动,节约了维修工时和经费,可为系统预防性维修策略决策提供参考。     

Detection of aerosol pollution sources during sandstorms in Northwestern China using remote sensed and model simulated data

The present paper has used a comprehensive approach to study atmosphere pollution sources including the study of vertical distribution characteristics, the epicenters of occurrence and transport of atmospheric aerosol in North-West China under intensive dust storm registered in all cities of the region in April 2014. To achieve this goal, the remote sensing data using Moderate Resolution Imaging Spectroradiometer satellite (MODIS) as well as model-simulated data, were used, which facilitate tracking the sources, routes, and spatial extent of dust storms. The results of the study have shown strong territory pollution with aerosol during sandstorm. According to ground-based air quality monitoring stations data, concentrations of PM₁₀ and PM_2.5 exceeded 400?μg/m³ and 150?μg/m³, respectively, the ratio PM_2.5/PM₁₀ being within the range of 0.123–0.661. According to MODIS/Terra Collection 6 Level-2 aerosol products data and the Deep Blue algorithm data, the aerosol optical depth (AOD) at 550?nm in the pollution epicenter was within 0.75–1. The vertical distribution of aerosols indicates that the Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observations (CALIPSO) 532?nm total attenuates backscatter coefficient ranges from 0.01 to 0.0001?km^?1?×?sr^?1 with the distribution of the main types of aerosols in the troposphere of the region within 0–12.5?km, where the most severe aerosol contamination is observed in the lower troposphere (at 3–6?km). According to satellite sounding and model-simulated data, the sources of pollution are the deserted regions of Northern and Northwestern China.     

Validation on MERSI/FY-3A precipitable water vapor product

The precipitable water vapor is one of the most active gases in the atmosphere which strongly affects the climate. China's second-generation polar orbit meteorological satellite FY-3A equipped with a Medium Resolution Spectral Imager (MERSI) is able to detect atmospheric water vapor. In this paper, water vapor data from AERONET, radiosonde and MODIS were used to validate the accuracy of the MERSI water vapor product in the different seasons and climatic regions of East Asia. The results show that the values of MERSI water vapor product are relatively lower than that of the other instruments and its accuracy is generally lower. The mean bias (MB) was ?0.8 to ?12.7?mm, the root mean square error (RMSE) was 2.2–17.0?mm, and the mean absolute percentage error (MAPE) varied from 31.8% to 44.1%. On the spatial variation, the accuracy of MERSI water vapor product in a descending order was from North China, West China, Japan -Korea, East China, to South China, while the seasonal variation of accuracy was the best for winter, followed by spring, then in autumn and the lowest in summer. It was found that the errors of MERSI water vapor product was mainly due to the low accuracy of radiation calibration of the MERSI absorption channel, along with the inaccurate look-up table of apparent reflectance and water vapor within the water vapor retrieved algorithm. In addition, the surface reflectance, the mixed pixels of image cloud, the humidity and temperature of atmospheric vertical profile and the haze were also found to have affected the accuracy of MERSI water vapor product.