Unification of finite failure non-homogeneous Poisson process models through test coverage

S. Gokhale, T. Philip, P. Marinos, Kishor S. Trivedi
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引用次数: 82

Abstract

A number of analytical software reliability models have been proposed for estimating the reliability growth of a software product. We present an Enhanced Non-Homogeneous Poisson Process (ENHPP) model and show that previously reported Non-Homogeneous Poisson Process (NHPP) based models, with bounded mean valve functions, are special cases of the ENHPP model. The ENHPP model differs from previous models in that it incorporates explicitly the time varying test coverage function in its analytical formulation, and provides for defective fault detection and test coverage during the testing and operational phases. The ENHPP model is validated using several available failure data sets.
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有限失效非齐次泊松过程模型的测试覆盖统一
为了估计软件产品的可靠性增长,已经提出了许多分析软件可靠性模型。我们提出了一个增强的非齐次泊松过程(ENHPP)模型,并表明以前报道的基于非齐次泊松过程(NHPP)的模型,具有有界平均阀函数,是ENHPP模型的特殊情况。ENHPP模型与以往模型的不同之处在于,它在其分析公式中明确地纳入了时变测试覆盖率函数,并在测试和运行阶段提供了缺陷故障检测和测试覆盖率。利用几个可用的故障数据集验证了ENHPP模型。
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