广西师范大学学报(自然科学版) ›› 2025, Vol. 43 ›› Issue (4): 129-139.doi: 10.16088/j.issn.1001-6600.2024061502

• 数学与统计学 • 上一篇    下一篇

相依竞争风险下部分加速寿命试验的统计分析

赵雨洁, 冶继民*   

  1. 西安电子科技大学 数学与统计学院, 陕西 西安 710126
  • 收稿日期:2024-06-15 修回日期:2024-08-27 出版日期:2025-07-05 发布日期:2025-07-14
  • 通讯作者: 冶继民(1967—),男,陕西宝鸡人,西安电子科技大学教授,博士。E-mail:jmye@mail.xidian.edu.cn
  • 基金资助:
    国家自然科学基金(12272283)

Statistical Analysis of Partially Accelerated Life Tests under Dependent Competing Risks

ZHAO Yujie, YE Jimin*   

  1. School of Mathematics and Statistics, Xidian University, Xi’an Shaanxi 710126, China
  • Received:2024-06-15 Revised:2024-08-27 Online:2025-07-05 Published:2025-07-14

摘要: 本文在采用逐步Ⅰ型混合截尾(type-Ⅰ progressive hybrid censoring, Type-Ⅰ PHC)方案的步进应力部分加速寿命试验(step-stress partially accelerated life test, SSPALT)下,研究屏蔽数据相依串联两部件系统的统计推断。当部件寿命服从指数分布时,利用损伤随机变量(TRV)模型和Copula函数构建相依竞争风险模型;然后,基于极大似然理论,建立未知参数的极大似然估计,并通过渐近似然理论和Bootstrap抽样方法给出参数相应的置信区间估计;最后,运用蒙特卡罗模拟验证所提估计方法的可行性。结果表明,该模型方法对相依屏蔽数据系统的可靠性分析可行、有效。

关键词: 加速寿命试验, 相依竞争风险, Copula函数, 屏蔽数据, TRV模型

Abstract: In the step stress partially accelerated life test (SSPALT) with Type-I progressive hybrid censoring (Type-I PHC) scheme, the statistical inference of a dependent two component system with masked data are studied. When the component life follows exponential distribution, the tampered random variable (TRV) model and copula function are used to construct the dependent competing risks model. Based on the maximum likelihood theory, the maximum likelihood of unknown parameters is established, and the corresponding confidence interval estimation of the parameters is provided through asymptotic likelihood theory and bootstrap method. Finally, the feasibility of the proposed estimation method is verified by Monte-Carlo method. The results show that the method is feasible and effective for reliability analysis of dependent masked data systems.

Key words: accelerated life tests, competing risks model, copula function, masked data, tampered random variable model

中图分类号:  O213.2

[1] ISMAIL A. Reliability analysis under constant-stress partially accelerated life tests using hybrid censored data from Weibull distribution[J]. Hacettepe Journal of Mathematics and Statistics, 2016,45(1): 181-193. DOI: 10.15672/HJMS.20157211089.
[2] 龙芳,蔡静,朱艳.逐步Ⅱ型混合截尾下Lomax分布多部件应力强度模型的可靠性分析[J].广西师范大学学报(自然科学版),2024,42(2):120-130. DOI: 10.16088/j.issn.1001-6600.2023041902.
[3] ZHANG C F, SHI Y M, WU M. Statistical inference for competing risks model in step-stress partially accelerated life tests with progressively type-I hybrid censored Weibull life data[J]. Journal of Computational and Applied Mathematics, 2016, 297: 65-74. DOI: 10.1016/j.cam.2015.11.002.
[4] ALGHAMDI A S. Partially accelerated model for analyzing competing risks data from Gompertz population under type-I generalized hybrid censoring scheme[J]. Complexity, 2021, 2021(1): 9925094. DOI: 10.1155/2021/9925094.
[5] 朱艳,蔡静,龙芳.逐步Ⅰ型混合截尾下复合Rayleigh分布竞争失效产品部分步加寿命试验的统计分析[J].广西师范大学学报(自然科学版),2024,42(3):159-169. DOI: 10.16088/j.issn.1001-6600.2023062001.
[6] ZHANG C F, WANG L, BAI X C, et al. Bayesian reliability analysis for copula based step-stress partially accelerated dependent competing risks model[J]. Reliability Engineering & System Safety, 2022, 227: 108718. DOI: 10.1016/j.ress.2022.108718.
[7] WU M, SHI Y M, ZHANG C F. Statistical analysis of dependent competing risks model in accelerated life testing under progressively hybrid censoring using copula function[J]. Communications in Statistics: Simulation and Computation, 2017,46(5): 4004-4017. DOI: 10.1080/03610918.2015.1080836.
[8] 王燕,师义民.加速寿命试验下相依竞争失效模型的统计分析[J].统计与决策,2020,36(16):184-188. DOI: 10.13546/j.cnki.tjyjc.2020.16.041.
[9] ZHANG X P, SHANG J Z, CHEN X, et al. Statistical inference of accelerated life testing with dependent competing failures based on copula theory[J]. IEEE Transactions on Reliability, 2014, 63(3): 764-780. DOI: 10.1109/TR.2014.2314598.
[10] 师小琳,师义民,段俊杰.屏蔽数据并联系统的可靠性分析[J].西北大学学报(自然科学版),2018,48(2):161-167. DOI: 10.16152/j.cnki.xdxbzr.2018-02-002.
[11] 蔡静,师义民,白旭超.基于Copula函数的屏蔽数据并-串联系统可靠性分析[J].数学的实践与认识,2018,48(17): 162-168.
[12] SHI X L, LIU Y C, SHI Y M. Statistical analysis for masked hybrid system lifetime data in step-stress partially accelerated life test with progressive hybrid censoring[J]. PLoS One, 2017, 12(10): e0186417. DOI: 10.1371/journal.pone.0186417.
[13] LI Y, YE J M. Analysis for partially accelerated dependent competing risks model with masked data based on copula function[J]. Communications in Statistics-Simulation and Computation, 2024, 53(2): 1020-1036. DOI: 10.1080/03610918.2022.2039199.
[14] 李玥,冶继民.BurrⅫ部件相依屏蔽数据系统的可靠性分析[J].吉林大学学报(理学版),2022,60(2):284-294. DOI: 10.13413/j.cnki.jdxblxb.2021240.
[15] 雷庆祝,秦永松,罗敏.强混合样本下刻度指数分布族参数的经验贝叶斯估计和检验[J].广西师范大学学报(自然科学版),2017,35(3):63-74. DOI: 10.16088/j.issn.1001-6600.2017.03.008.
[16] BOATENG M A, OMARI-SASU A Y, AVUGLAH R K, et al. A mixture of clayton, gumbel, and frank copulas: a complete dependence model[J]. Journal of Probability and Statistics, 2022, 2022(1): 1422394. DOI: 10.1155/2022/1422394.
[17] ABUSHAL T A, SOLIMAN A A, ABD-ELMOUGOD G A. Inference of partially observed causes for failure of Lomax competing risks model under type-II generalized hybrid censoring scheme[J]. Alexandria Engineering Journal, 2022, 61(7): 5427-5439. DOI: 10.1016/J.AEJ.2021.10.058.
[18] NELSENR B. An introduction to copulas[M]. 2nd ed. New York: Springer, 2006.
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