一个具有测试工作量和变更点的软件多次升级建模的通用框架

P. K. Kapur, Gaurav Mishra, A. Shrivastava
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引用次数: 7

摘要

市场竞争的本质和人类对技术需求的快速变化正在使软件时代缩小。对可靠软件日益增长的需求和激烈的市场竞争迫使软件公司发布多个版本的软件。软件可靠性是衡量软件质量的主要因素,对用户满意度至关重要。在过去的三十年中,文献中提出了基于固定或单调增长的故障检测率(FDR)的各种基于测试工作的软件可靠性增长模型(srgm)。在实践中,随着测试的发展,测试人员的技能和效率也在不断提高。同样,由于引入了新的测试策略、新的测试用例、缺陷密度、资源分配和运行环境的变化,在FDR中出现了变化。在时间线上出现罗斯福变化的点,称为变化点。本文将变更点的概念与测试工作相结合,提出了一个通用的建模框架来对软件的多次升级进行建模。在此基础上,采用广义修正威布尔分布测试功函数进行故障估计。通过对四期串联计算机实际故障数据的分析,验证了该模型的预测能力和准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A generalized framework for modelling multi up-gradations of a software with testing effort and change point
The competitive essence of market and rapid change in human's requirement in technology is shrinking the age of softwares. Increasing demand of reliable software and stiff competition in the market has forced software companies for releasing their softwares in multiple versions. Software reliability is a major and leading factor for measuring the software quality, which is essential for consumer satisfaction. In last thirty years, various testing effort based Software Reliability Growth Models (SRGMs) have been proposed in the literature based upon fixed or monotonically growing Fault Detection Rate (FDR). In practice, as the testing grows, skill and efficiency of tester also grows. Also, due to the introduction of new testing strategies, new test cases, defect density, variation in resource allocation and running environment there comes a change in FDR. The point on time line the change in FDR is appears, termed as change point. In this paper we integrated the concept of change point with testing effort to propose a generalized modelling framework to model multi up-gradations of a software. Further, we have used Generalized Modified Weibull Distribution testing effort function for fault estimation. The prognosticative power and accuracy of the model has been work on a real set of failure data of tandem computers for four release.
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