一种小样本和小失效数系统可靠性分析方法

根据小样本和小失效数系统的特点，以及可靠性分布函数和参数估计的不确定性和模糊性，提出了一种可靠性分析方法。采用指数分布族，通过分析最少和最大失效数两种最极端状态，确定中间状态的备选点，运用最小平方差原理进行逐个筛选，并给出了算法流程。分析结果表明，计算值与实际观测值较为吻合。该方法可使系统可靠性的估计精度有较大提高。     

Principal components in the PG-X-ray QSO sample

We have performed a spectral principal component analysis for a complete sample of 22 low redshift QSOs with spectra from Ly to H, and found three significant principal components, which account for 78% of the spectrum-to-spectrum variance. We present strong arguments that the first principal component represents the Baldwin effect, relating equivalent widths to the luminosity (i.e. accretion rate). The second component represents continuum variations, probably dominated by intrinsic reddening. The third principal component is directly related to broad emission-line width and X-ray spectral index, and therefore probably driven by Eddington accretion ratio, L/L_Edd. The third set of relationships tie directly to the optical Principal Component 1 found by Boroson and Green [Boroson, T., Green, R.F., Astrophys. J. Suppl. 80, 109, 1992 (BG92)], and are the primary cause of scatter in the Baldwin relationships.     

基于OpenFOAM的真实流体模型库及均相求解器开发

为了正确认识高压环境下的流体非理想性特征,及其对于低温射流喷雾过程的影响作用,将多种不同真实流体模型写入到开源CFD程序OpenFOAM仿真平台中,编译形成具有广泛通用性的真实流体热物理模型库;并将高压下真实流体特征的影响引入到压力修正算法中;开发出适用于描述超临界环境下低温流体流动过程的均相求解器。对高压下流体热物理性质的非理想性,以及超临界环境下的低温液氮射流喷注过程进行研究。结果表明:高压下的真实流体效应主要体现在低温区域,本文所建立的模型库可以在任意热力学状态范围内正确预测流体热物性;基于此模型库所开发的均相求解器可正确预测超临界环境下低温射流的详细流动特征和结构,而理想气体模型则会大幅低估射流核心区密度分布,中心线上误差高达68.9%;综合考虑计算精度和效率,PR EoS及相关模型更适合于这类超临界流动问题的求解;低温射流跨临界喷注中局部区域所发生的虚假沸腾现象会导致射流温升速率降低、体积膨胀速率加快;射流核心区压缩因子明显1,在数值仿真时必须考虑高压环境下的真实流体效应。     

小样本条件下多应力加速寿命试验预测方法

鉴于导弹中的电子设备价格昂贵、可用于试验的样本量少,在开展加速试验以及寿命预测的实际工作中通常为小样本的背景。文章研究探索小样本条件下多应力加速试验寿命预测方法,分别建立通用对数线性模型、 BAS-BP神经网络模型、灰色–支持向量回归模型,结合多应力加速试验数据在各应力条件下的样本容量分别为 56组、20组、10组、5组的情况下,比较 3种模型的预测效果,分析各模型的适用场合和时机,探索小样本条件下模型的选优问题,为小样本条件下多应力加速试验寿命预测提供有益的借鉴。     

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。      

台风多发区复杂场地设计风荷载参数比较

确定长大、高耸柔性结构设计风速是抗风设计的首要内容。对于我国东南沿海椒江入海口复杂场地条件,由周边气象站历史风速风向资料统计分析表明,利用规范建议的极值分布概型预测重现期设计风速存在不合理性,台风登陆衰减效应导致临近工程场地多个气象站极值风速预测结果差别较大,采用线性回归方法加权换算工程场地设计风速可以较为合理地定义结构设计基本风速。参考长三角地区Monte-Carlo台风随机模拟结果,进一步有针对性地分析了不同气候模式风环境参数取值对于结构风荷载取值的影响。     

考虑先验信息可信度的后验加权Bayes估计

 先验信息失真及先验样本数量过大会扭曲小子样条件下Bayes融合评估的效果,引入可信度可以改善这个问题。现有的可信度度量方法大都直接基于数据层,即通过判断两种样本是否属于同一分布,这种度量在小子样情况下不太可信,为此提出了一种基于数据物理来源的可信度度量方法。同时归纳了可信度融合评估的准则,分析了现有可信度融合评估方法的不足,并结合正态分布的参数估计问题,给出了一种考虑先验信息可信度的后验加权Bayes估计方法。理论分析和算例都证实了该方法优于常用的Bayes估计方法。     

Remaining useful life estimation for deteriorating systems with time-varying operational conditions and condition-specific failure zones

Dynamic time-varying operational conditions pose great challenge to the estimation of system remaining useful life (RUL) for the deteriorating systems. This paper presents a method based on probabilistic and stochastic approaches to estimate system RUL for periodically moni-tored degradation processes with dynamic time-varying operational conditions and condition-specific failure zones. The method assumes that the degradation rate is influenced by specific oper-ational condition and moreover, the transition between different operational conditions plays the most important role in affecting the degradation process. These operational conditions are assumed to evolve as a discrete-time Markov chain (DTMC). The failure thresholds are also determined by specific operational conditions and described as different failure zones. The 2008 PHM Conference Challenge Data is utilized to illustrate our method, which contains mass sensory signals related to the degradation process of a commercial turbofan engine. The RUL estimation method using the sensor measurements of a single sensor was first developed, and then multiple vital sensors were selected through a particular optimization procedure in order to increase the prediction accuracy. The effectiveness and advantages of the proposed method are presented in a comparison with exist-ing methods for the same dataset.     

在片校准标准件基底边界条件影响

通过分析国内外校准标准件物理边界条件,研究不同校准基底的物理边界条件对共面波导（CPW）传输线特性和校准准确度的影响。研制了W波段砷化镓衬底的多线TRL在片校准标准件,将在片校准标准件分别放置在金属卡盘、玻璃片、吸波材料三种校准基底上。用三种不同校准基底的校准标准件对试验装置校准后,分别提取了CPW传输线的衰减常数、相对介电常数和特征阻抗,并对商用校准标准件104-783A的短路标准和传输线标准进行了测试,验证了结果的合理性。