Sensitivity Analysis for Cost Optimization of Software Reliability Growth Model with Multiple Change Points

Dae-kyung Kim
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Abstract

Purpose: It is recommended to complete the testing of a software and release it to maintain its market growth, and lower development research costs are critical for software developers. In this paper, we consider the optimal release time to be achieved when the program development cost is minimized in a model that has a bathtub-shaped failure detection rate with a change point. Here, we identify the various parameters that significantly affect the release time.BRMethods: Considering the cost function of the average failure function for this model, we aimed to estimate the release time to minimize it, to observe the changes in the release time when a parameter changes around the time of release, and to find a parameter that significantly affects the release time.BRResults: The values of the parameters α, λ, Φ and γ₁ continuously increased, and the total cost C(T) decreased and affected the release time T . Further, as the values of the parameters and increased, the total cost γ₃ and release time C(T) do not appear to have an effect.BRConclusion: In this paper, the optimal release time was obtained by considering the cost function for the reliability growth model with a bathtub-shaped failure detection melting with a change point, and the effect on the release time was investigated as each parameter changed. Since the parameters formulated based on the initial data collected are generally inaccurate, it is important to determine the sensitivity.
多变化点软件可靠性增长模型成本优化的敏感性分析
目的:建议完成软件的测试并发布,以保持其市场增长,降低开发研究成本对软件开发人员至关重要。在本文中,我们考虑在一个具有具有变更点的浴缸形故障检测率的模型中,当程序开发成本最小化时实现的最佳发布时间。在这里,我们确定了显著影响发布时间的各种参数。BRMethods:考虑该模型的平均失效函数的代价函数,我们的目标是估计释放时间,使其最小化,观察一个参数在释放时间前后变化时释放时间的变化,找到一个对释放时间有显著影响的参数。结果:α、λ、Φ、γ₁参数值不断增大,总成本C(T)减小,影响释放时间T。进一步,随着参数值和的增加,总成本γ₃和释放时间C(T)似乎没有影响。结论:本文通过考虑具有变化点的浴缸形故障检测熔点可靠性增长模型的代价函数,得到了最优释放时间,并考察了各参数变化对释放时间的影响。由于根据收集的初始数据制定的参数通常是不准确的,因此确定灵敏度非常重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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