基于类成员后向切片的面向对象程序回归测试

程序切片是一种重要的程序分析方法,类成员级粒度的切片技术目前仅仅有Tip提出的类层次切片技术.Tip提出的类层次切片技术其分析基础是Rossie-Friedman的类层次框架,但主要用于面向对象程序的优化,并不适用于回归测试.本文基于Rossie-Friedman的类层次框架提出类成员后向切片方法,并提出一个覆盖类的方法一级的回归测试策略.     

Accuracy assessment of detection performance for sidescan sonars

Sidescan sonars are used in detecting hostile targets on the seabed. An accurate representation of the sensor performance is required to carefully plan and execute searches. We studied several confidence interval methods for assessing the accuracy of detection performance as a function of range from hostile targets. Using simulation, we determined that the best approach for modeling sensor data was piecewise logistic regression with cubic B‐splines at carefully selected knots. This method was demonstrated on real data collected from the CITADEL sea trial. © 2012 Wiley Periodicals, Inc. Naval Research Logistics, 2012     

基于区间数的第4代战斗机空战效能评估

根据第4代战斗机所具有的典型特征,建立了第4代战斗机的空战效能评估指标体系。采用区间数特征向量法确定了效能评估指标体系中的各指标的权重,给出了定量指标和定性指标的规范化方法,提出了采用区间数形式的加权和关系进行效能指标聚合的方法。最后,通过实例验证了所建立的空战效能评估指标体系的合理,评估方法的有效、可行。     

用于任务规划的航母编队防空威胁建模

建立正确的航母编队防空威胁模型是反航母任务规划成功的前提,在分析网络化条件下航母编队综合防空反导体系作战特点基础上,综合考虑反舰导弹性能、防空雷达网和编队防空火力威胁等因素,利用加权指数方法建立了网络化条件下航母编队综合防空网络威胁模型。仿真结果表明该模型能够体现航母网络化防空体系的真实情况,可以用于反航母任务规划。     

基于偏最小二乘回归的军用飞机采购价格预测

考虑到军用飞机采购价格样本数据少、难于预测的特点和偏最小二乘回归方法在处理小样本多元数据方面的优势,提出一种基于偏最小二乘回归的军用飞机价格预测方法.偏最小二乘回归首先提取第一、第二主成分对采购价格样本的特异点进行剔除;然后进行变量投影重要度分析来筛选变量;最后,偏最小二乘回归对筛选的变量进行回归建立军用飞机价格预测模型,并对军用飞机价格进行预测.结果表明,在军用飞机价格预测方面,与未筛选变量的回归模型和逐步多元回归相比,经过变量筛选的偏最小二乘回归模型预测的精度更高,更能体现采购价格与飞机性能参数之间的关系.     

一种新的IMM-PDA滤波器跟踪门

针对杂波环境下跟踪机动目标问题,研究了两种现行的跟踪门,模型跟踪门(MBG)和集中跟踪门(CG)。在此基础上提出了新的跟踪门,分别是模型概率加权跟踪门(MPWG)和两级模型概率加权跟踪门(TS-MPWG)。用RMS误差、跟踪丢失百分比和计算量比较了这几种跟踪门的性能。从仿真结果可以看出,在杂波环境下用IMM-PDAF进行机动目标跟踪,TS-MPWG跟踪门优于其它方法。     

回归分析在漏磁定量检测中的应用

通过分析漏磁场,选取法向分量的峰峰值和峰峰值间距作为漏磁通信号的特征量。重点介绍了多元回归分析模型理论、参数估计方法和回归模型的假设检验,得到缺陷宽度、深度与峰峰值和峰峰值间距之间的回归模型,最后利用漏磁数据对回归模型进行了检验,结果表明预测缺陷宽度和深度的误差不超过10%,利用回归分析能够实现漏磁检测的定量化。     

导弹武器系统研制费用估算方法

针对导弹武器系统研制费用相关数据样本量少,变量之间存在严重共线性等问题,提出了一种基于偏最小二乘法的研制费用估算模型。引入库克距离对原始数据进行识别,并剔除异常数据,采用灰色关联度分析法选取相关度高的自变量,提高模型准确性和稳定性。利用偏最小二乘法进行数据拟合,估算出导弹武器系统的研制费用。应用算例的计算结果表明,该方法建立的研制费用估算模型拟合度良好,计算误差在8%以内。     

Bayesian inference based on partial monitoring of components with applications to preventive system maintenance

Consider a binary, monotone system of n components. The assessment of the parameter vector, θ, of the joint distribution of the lifetimes of the components and hence of the reliability of the system is often difficult due to scarcity of data. It is therefore important to make use of all information in an efficient way. For instance, prior knowledge is often of importance and can indeed conveniently be incorporated by the Bayesian approach. It may also be important to continuously extract information from a system currently in operation. This may be useful both for decisions concerning the system in operation as well as for decisions improving the components or changing the design of similar new systems. As in Meilijson [12], life‐monitoring of some components and conditional life‐monitoring of some others is considered. In addition to data arising from this monitoring scheme, so‐called autopsy data are observed, if not censored. The probabilistic structure underlying this kind of data is described, and basic likelihood formulae are arrived at. A thorough discussion of an important aspect of this probabilistic structure, the inspection strategy, is given. Based on a version of this strategy a procedure for preventive system maintenance is developed and a detailed application to a network system presented. All the way a Bayesian approach to estimation of θ is applied. For the special case where components are conditionally independent given θ with exponentially distributed lifetimes it is shown that the weighted sum of products of generalized gamma distributions, as introduced in Gåsemyr and Natvig [7], is the conjugate prior for θ. © 2001 John Wiley & Sons, Inc. Naval Research Logistics 48: 551–577, 2001.     

防空导弹平均速度分析

分析了防空导弹平均速度的计算方法。首先给出了水面舰艇编队防空作战中目指线和自卫线的计算模型,阐述了防空导弹平均速度在其中的重要影响,然后分析了防空导弹速度特性,在此基础上得出满足作战要求的计算方法,最后根据典型弹道参数对防空导弹平均速度进行了仿真计算。