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Study on Storage Reliability Evaluation for Ammunition Using Gibbs Sampler

Study on Storage Reliability Evaluation for Ammunition Using Gibbs Sampler
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摘要 For the gradual maturity of Bayesian survival analysis theory,as well as the defects of the traditional methods for storage reliability evaluation,the Bayesian survival analysis method is proposed to build regression models for reliability in the random truncated test.These models can reflect the influences of different environments on the ammunition storage lifetime.As an example,the common exponential distribution is used here,and Markov chain Monte Carlo(MCMC)method based on Gibbs sampling dynamically simulates the Markov chain of the parameters' posterior distribution.Also,the parameters' Bayesian estimations are calculated in the random truncated condition.The simulation results show that the proposed method is effective and directly perceived. For the gradual maturity of Bayesian survival analysis theory, as well as the defects of the traditional methods for storage reliability evaluation, the Bayesian survival analysis method is proposed to build regression models for reliability in the random truncated test. These models can reflect the influences of different environments on the ammunition storage lifetime. As an example, the common exponential distribution is used here, and Markov chain Monte Carlo(MCMC) method based on Gibbs sampling dynamically simulates the Markov chain of the parameters' posterior distribution. Also, the parameters' Bayesian estimations are calculated in the random truncated condition. The simulation results show that the proposed method is effective and directly perceived.
作者 林静 朱慧明
出处 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第4期268-271,共4页 Defence Technology
基金 Sponsored by National Nature Science Foundation of China(70771038).
关键词 弹药储藏 稳定性评估 贝叶斯分析 统计数学 applied statistics mathematics Bayesian analysis ammunition storage reliability Gibbs sampler MCMC method
作者简介 LIN Jing(1980-), doctoral student, lindammay@163.com; ZHU Hui-ming(1966-), professor, doctoral adviser
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  • 1[1]郑波.阵地弹药贮存可靠性研究技术报告[R].石家庄:军械技术研究所,2000.
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  • 3李明伦,李东阳,郑波.弹药贮存可靠性[M].北京:国防工业出版社,1997.

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