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金光 《国防科技大学学报》2010,32(1):133-137
航天油润滑轴承可靠性具有小子样、无失效数据特点,即使采用性能可靠性方法进行建模与分析,仍存在性能数据不足问题。提出小子样条件下航天轴承性能可靠性分析的多层贝叶斯模型及模型求解方法。通过失效分析,建立轴承性能退化过程模型。利用自助法、试验数据、物理模型和专家经验等确定Bayes验前分布,并采用MCMC方法解决Bayes计算问题。实例分析表明,该方法具有较好的适用性,是解决小子样条件下长寿命产品可靠性建模与评估问题的一种有效途径。 相似文献
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小子样条件下,不同状态的多源信息融合是可靠性工程领域的一个热门问题。综述了小子样条件下可靠性试验信息的融合方法。在一定的假设条件之下,利用分离可交换量模型对不同环境下的可靠性信息融合方法进行了研究,仿真算例说明这种融合方法充分利用了信息,评估结论更为合理。 相似文献
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研究了新型稳瞄与惯性导航组合系统电子产品的可靠性综合分析方法,并给出电子产品分系统的可靠性分析模型.根据电子产品可靠性参数的验前信息以及无失效寿命数据,给出"无失效,小子样"情形的可靠性综合分析方法.该方法计算简便,结合组合系统实际情况,具有重要的工程实际意义. 相似文献
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贝叶斯融合方法在武器小子样试验中的应用 总被引:1,自引:0,他引:1
在小子样武器试验中利用贝叶斯融合理论对其参数进行评估,分析了贝叶斯理论基础和应用条件。在此基础上,建立了融合算法模型,经过仿真验证,在小子样试验中,该方法是提高评估置信度和精度的一种有效途径。 相似文献
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本文利用长春FMS系统的试验数据,从可靠性增长的角度出发,结合统计方法,建立了长春FMS系统的AMSAA可靠增长模型。并依据长春FMS实际系统的运行故障数据对系统进行了可靠性分析,并且初步估算了该系统的可靠性指标。 相似文献
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威布尔分布的战术导弹可靠性试验信息融合方法 总被引:1,自引:0,他引:1
针对战术导弹可靠性试验小子样问题,提出了基于威布尔分布,利用小概率原理,针对不同试验环境下试验数据的融合方法。该方法扩大了战术导弹可靠性试验的统计子样,提高了可靠性评定的可信度。 相似文献
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在进行小子样条件下的装备状态检测评估时,由于采用传统统计方法对样本数据进行处理的置信度不高,统计估计时风险较大,因而在进行装备状态检测时,采用了Bayes Bootstrap方法对小子样试验数据进行了模拟统计,提高了数据处理精度,获得了状态特征的概率分布和在95%置信度下的故障判别域,实现了装甲车辆发动机故障的诊断识别。 相似文献
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Model parameter estimation and residual life prediction for a partially observable failing system 下载免费PDF全文
We consider a partially observable degrading system subject to condition monitoring and random failure. The system's condition is categorized into one of three states: a healthy state, a warning state, and a failure state. Only the failure state is observable. While the system is operational, vector data that is stochastically related to the system state is obtained through condition monitoring at regular sampling epochs. The state process evolution follows a hidden semi‐Markov model (HSMM) and Erlang distribution is used for modeling the system's sojourn time in each of its operational states. The Expectation‐maximization (EM) algorithm is applied to estimate the state and observation parameters of the HSMM. Explicit formulas for several important quantities for the system residual life estimation such as the conditional reliability function and the mean residual life are derived in terms of the posterior probability that the system is in the warning state. Numerical examples are presented to demonstrate the applicability of the estimation procedure and failure prediction method. A comparison results with hidden Markov modeling are provided to illustrate the effectiveness of the proposed model. © 2015 Wiley Periodicals, Inc. Naval Research Logistics 62: 190–205, 2015 相似文献
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机械构件的不同的失效模式之间具有一定的相关性,而且随机载荷作用次数对机械构件的可靠性有一定程度的影响。因此对机械构件进行可靠性灵敏度分析时,需要充分考虑其不同失效模式和载荷作用次数的影响。通过运用顺序统计量理论考虑载荷多次作用以及多种失效模式条件下机械构件可靠性及可靠性灵敏度的变化规律,运用随机摄动理论和四阶矩技术,建立一种考虑载荷作用次数的多失效模式机械构件可靠性灵敏度分析数值方法的应力强度干涉模型。在随机变量前四阶矩已知的情况下,结合灵敏度分析的梯度算法,推导出关于随机变量均值和方差的灵敏度计算公式。以某履带车辆底盘扭力轴为例进行计算,得到其可靠度随载荷作用次数、随机变量均值和方差而改变的可靠性灵敏度变化曲线,为扭力轴的可靠性优化提供一定的理论依据。研究成果可以推广到相关机械可靠性灵敏度设计和结构优化领域,具有非常重要的实用意义。 相似文献
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针对寿命服从双参数Weibull分布的机电产品,进行单应力、定时转换的步进加速寿命试验,研究加速寿命试验数据下的可靠性评估问题。考虑到外场多应力环境与实验室单一应力环境之间的差异性,构建基于修正系数的分布参数计算模型;开展步进加速寿命试验过程的统计分析,建立各应力下的累计分布函数关系;构建极大似然函数,运用数值迭代法,求解未知参数估计;结合某型机电产品进行仿真方案设计,采用Monte Carlo仿真方法产生样本数据,通过对比分析说明所提出的模型评估精度更高。 相似文献
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针对空投某产品时试验多状态、小样本的特点,提出了基于回归折算的性能可靠性评估方法.通过分析投放过程的数学模型,给出入水参数关于投放条件的回归模型,并根据试验数据估计出回归系数.利用回归折算将分散在不同空投条件下的试验数据折算到某一条件下,基于折算后的试验数据得到了较客观的产品入水可靠性评估结果. 相似文献
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《防务技术》2010,(2)
The explosive initiator is one kind of sensitivity products with long life and high reliability.In order to improve the storage reliability assessment,the method of storage reliability assessment for explosive initiator was proposed based on time series model using the sensitivity test data.In the method,the up and down test was used to estimate the distribution parameters of threshold.And an approach to design the up and down test was present to draw better estimations.Furthermore,the method of shrinkage estimation was introduced to get a better estimation of scale parameter by combining the sample information with prior information.The simulation result shows that the shrinkage estimation is better than traditional estimation under certain conditions.With the distribution parameters estimations,the time series models were used to describe the changing trends of distribution parameters along with storage time.Then for a fixed storage time,the distribution parameters were predicted based on the models.Finally,the confidence interval of storage reliability was obtained by fiducial inference.The illustrative example shows that the method is available for storage reliability assessment of the explosive initiator with high reliability. 相似文献
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Reliability data obtained from life tests and degradation tests have been extensively used for purposes such as estimating product reliability and predicting warranty costs. When there is more than one candidate model, an important task is to discriminate between the models. In the literature, the model discrimination was often treated as a hypothesis test and a pairwise model discrimination procedure was carried out. Because the null distribution of the test statistic is unavailable in most cases, the large sample approximation and the bootstrap were frequently used to find the acceptance region of the test. Although these two methods are asymptotically accurate, their performance in terms of size and power is not satisfactory in small sample size. To enhance the small‐sample performance, we propose a new method to approximate the null distribution, which builds on the idea of generalized pivots. Conventionally, the generalized pivots were often used for interval estimation of a certain parameter or function of parameters in presence of nuisance parameters. In this study, we further extend the idea of generalized pivots to find the acceptance region of the model discrimination test. Through extensive simulations, we show that the proposed method performs better than the existing methods in discriminating between two lifetime distributions or two degradation models over a wide range of sample sizes. Two real examples are used to illustrate the proposed methods. 相似文献