指数分布下贝叶斯截尾序贯检验研究
Study on the Bayesian Truncated Sequential Test under Exponential Distribution
DOI: 10.12677/ORF.2023.131018, PDF,  被引量    国家自然科学基金支持
作者: 方茂达*, 陈慧娟:贵州大学数学与统计学院,贵州 贵阳;胡思贵, 李秋德:贵州医科大学生物与工程学院,贵州 贵阳
关键词: 鉴定和验收试验截尾序贯检验平均试验时间动态规划Testing for Qualification and Acceptance Truncated Sequential Test Expected Test Time Dynamic Programming
摘要: 针对具有“高可靠、长寿命”试验特点的计量型产品,为降低产品的抽样验收试验成本,研究了贝叶斯截尾序贯检验。在产品已通过鉴定试验的条件下,使用贝叶斯方法对鉴定试验数据进行分析,给出了指数分布下贝叶斯截尾序贯检验TB的求解步骤。通过与原验收试验方案进行比较研究,验证了贝叶斯截尾序贯检验TB的优良性。结果表明,对高质量水平的产品,所提出的检验TB在保持与原验收试验方案相当的通过验收试验概率的条件下,能够大幅缩减产品的平均试验时间及样本量截尾值,从而很好地降低了产品的抽样验收试验成本。
Abstract: For the sampling acceptance test of high-reliability and long-lifetime product, the Bayesian truncated sequential test is studied to reduce the test cost. By analyzing the test information with Bayesian method, the Bayesian truncated sequential test TB under exponential distribution is designed. The Bayesian truncated sequential test TB is validated by comparing with the original test plan. The results show that, for high quality products, the test plans proposed here can greatly reduce the expected test time and maximum sample size with the same probability of passing test as that of original test plan. So, it also can reduce the cost of sampling acceptance test.
文章引用:方茂达, 胡思贵, 李秋德, 陈慧娟. 指数分布下贝叶斯截尾序贯检验研究[J]. 运筹与模糊学, 2023, 13(1): 157-167. https://doi.org/10.12677/ORF.2023.131018

参考文献

[1] 任占勇, 罗学刚, 汪启华, 等. GJB899可靠性鉴定与验收试验: 中华人民共和国军用标准[S]. 中国人民解放军总装备部, 北京, 2009: 1-27.
[2] Department of Defense (1996) MIL-HDBK-781A: Handbook for Reliability Test Methods, Plans and Environments for Engineering, Development Qualification and Production. Washington.
[3] Anderson, T.W. (1960) A Modifica-tion of the Sequential Probability Ratio Test to Reduce the Sample Size. Annals of Mathematical Statistics, 31, 165-197. [Google Scholar] [CrossRef
[4] 濮晓龙, 闰章更, 茆诗松, 等. 计数型序贯网图检验[J]. 华东师范大学学报(自然科学版), 2006(1): 67-71.
[5] 胡思贵. 截尾序贯最优方法研究及其在机器产品质量检验中的应用[D]: [博士学位论文]. 贵阳: 贵州大学, 2019.
[6] 刘海涛, 邵松世, 张志华. 一种改进的指数型序贯抽样检验方法[J]. 海军工程大学学报, 2019, 31(4): 95-99.
[7] Eales, J.D. and Christopher, J. (1992) An Improved Method for Deriving Optimal One-Sided Group Sequential Tests. Biometrika, 79, 13-24. [Google Scholar] [CrossRef
[8] Jennison, C. and Turnbull, B.W. (2013) Interim Monitoring of Clinical Trials: Decision Theory, Dynamic Programming and Optimal Stopping. Kuwait Journal of Science, 40, 4359.
[9] 陈家鼎, 张绡. 关于MIL-HDBK-781中的保证试验[J]. 数理统计与管理, 2000, 19(4): 39-45.
[10] 张金槐. 落点散布鉴定中Bayes序贯截尾方法的运用[J]. 国防科技大学学报, 1999, 21(4): 108-113.
[11] 邢云燕, 武小悦. 指数分布下可靠性指标验证的截SPOT方法[J]. 系统工程与电子技术, 2006, 28(8): 1282-1284.
[12] 胡思贵, 周小静. 计数型截尾序贯保证试验的研究[J]. 华东师范大学学报: 自然科学版, 2015(3): 47-56.
[13] Hu S. G. and Wang H. L. (2018) A Heuristic Approach for Near Optimal Truncated Sequential Test of Exponential Distribution. Sequential Analysis, 37, 431-454. [Google Scholar] [CrossRef