基于混合时间序列的电子产品可靠性预测方法研究
Research on Reliability Prediction Method of Electronic Products Based on Mixed Time Series
摘要: 针对工程实际中大多数电子产品具有多个性能特征参数的特点,本文以解决传统基于单一性能参数退化数据可靠性预测不够准确,且基于联合概率密度法的多性能退化参数建模复杂、难以计算的难题,从多元预测的角度,提出基于混合时间序列的方法对多性能退化参数数据进行可靠性建模方法,并通过仿真实例验证了方法的有效性。
Abstract:
In view of the fact that most electronic products have multiple performance characteristic param-eters in engineering practice, to solve the problems that the traditional reliability prediction based on single performance parameter degradation data is not accurate enough, and the modeling of multi-performance degradation parameters based on joint probability density method is complex and difficult to calculate, this paper proposes a reliability modeling method for multi-performance degradation parameter data based on mixed time series from the perspective of multi-prediction, and verifies the effectiveness of the method through simulation examples.
参考文献
|
[1]
|
孙绍辉, 王华伟, 陈福立. 多元退化信息的航空发动机可靠性预测[J]. 火力与指挥控制, 2013, 38(11): 32-35.
|
|
[2]
|
王浩, 周月阁, 刘守文, 陈金明. 基于多元性能加速退化的航天器DC/DC电源寿命评估方法研究[J]. 航天器环境工程, 2017, 34(4): 439-445.
|
|
[3]
|
袁莉芬, 朋张胜, 何怡刚. 基于Copula函数的光纤陀螺贮存可靠性评估[J]. 电子测量与仪器学报, 2020, 34(8): 58-65.
|
|
[4]
|
Pan, Z. and Balakrishnan, N. (2011) Reliability Modeling of Degra-dation of Products with Multiple Performance Characteristics Based on Gamma Processes. Reliability Engineering & System Safety, 96, 949-957. [Google Scholar] [CrossRef]
|
|
[5]
|
王孟. 基于Copula函数的多元加速退化试验方法研究[D]: [硕士学位论文]. 杭州: 浙江理工大学, 2013.
|
|
[6]
|
杨志远, 赵建民, 李俐莹, 程中华, 郭驰名. 二元相关退化系统可靠性分析及剩余寿命预测[J]. 系统工程与电子技术, 2020, 42(11): 2661-2668.
|
|
[7]
|
胡启国, 高展. 多元参数退化的系统相关竞争失效可靠性评估方法[J]. 西北工业大学学报, 2019, 37(6): 1191-1199.
|
|
[8]
|
峁诗松, 汤银才, 王玲玲. 可靠性统计[M]. 北京: 高等教育出版社, 2008.
|