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首页> 外文期刊>International journal of soft computing >A Comparative Study of the Software NHPP Based on WeibullExtension Distribution and Flexible Weibull Extension Distribution
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A Comparative Study of the Software NHPP Based on WeibullExtension Distribution and Flexible Weibull Extension Distribution

机译:基于Weibull扩展分布和灵活Weibull扩展分布的NHPP软件的比较研究

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Software testing (debugging) to reduce testing costs is essential for the software reliability. In thisstudy, the comparative problem for the reliability model using the Weibull extension distribution based on thegeneralized order statistics and the flexible Weibull extension distribution which made out efficiency about thesoftware reliability was proposed. The maximum likelihood estimation and bisection iteration method for theestimating parameters were used. In addition, the model selection based on the mean square error andcoefficient of the determination for the efficient model were offered. Analysis of the failure time based on theWeibull extension distribution and the flexible Weibull extension distribution was employed for the proposingreliability model. The Laplace trend test was employed for the assurance property about the failure time. Theresult of this study was obtained that the proposed Weibull extension distribution model than the flexibleWeibull extension model is more efficient in terms of the reliability under a fixed shape parameter condition.Thus, the Weibull extension distribution model can be used as a reliability alternative model. From this study,the software developers must be filled to the growth model by a prior knowledge for the software to identifythe failure modes which can be benefited.
机译:软件测试(调试)以降低测试成本对于软件可靠性至关重要。本研究提出了基于广义阶次统计量的Weibull扩展分布和柔性Weibull扩展分布的可靠性模型的比较问题,证明了软件可靠性的有效性。采用最大似然估计和二等分迭代方法进行参数估计。此外,还提供了基于均方误差的模型选择和有效模型确定的系数。提出了基于Weibull扩展分布和柔性Weibull扩展分布的失效时间分析模型。拉普拉斯趋势测试用于确定故障时间。研究结果表明,在固定形状参数条件下,所提出的Weibull扩展分布模型比flexibleWeibull扩展模型在可靠性方面更有效,因此,Weibull扩展分布模型可以用作可靠性的替代模型。从这项研究中,软件开发人员必须通过先验知识填充增长模型,以便软件确定可以受益的故障模式。

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