Simulation-based FDP & FCP analysis with queueing models

Q. Hu, R. Peng, S. Ng, H.Q. Wang
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引用次数: 1

Abstract

Continuous efforts have been devoted to software reliability modeling evolution over the past decades in order to adapt to the practical complex software testing environments. Many models have been proposed to describe the software fault related process. These software reliability growth models (SRGMs) have evolved from describing one fault detection process (FDP) into incorporating fault correction process (FCP) as well, in order to provide higher accuracy with more information. To provide mathematical tractability, models need to have closed form, with restrictive assumptions in a narrow sense. This in turn confines their capability for general applications. Alternatively, in this paper a general simulation based queueing modeling framework is proposed to describe FDP and FCP, with resource factors from practical software testing incorporated. Good simulation performance is observed with a numerical example. Furthermore, release time and debugger staffing issues are investigated with a revised cost model. The analysis is conducted through a simulation optimization approach.
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基于仿真的排队模型FDP和FCP分析
为了适应实际复杂的软件测试环境,在过去的几十年里,人们一直致力于软件可靠性建模的发展。人们提出了许多模型来描述软件故障相关过程。这些软件可靠性增长模型(srgm)已经从描述一个故障检测过程(FDP)发展到包含故障纠正过程(FCP),以提供更高的准确性和更多的信息。为了提供数学上的可追溯性,模型需要具有封闭的形式,具有狭义上的限制性假设。这反过来又限制了它们在一般应用中的能力。另外,本文提出了一个通用的基于仿真的排队建模框架来描述FDP和FCP,并结合了实际软件测试中的资源因素。通过数值算例观察到良好的仿真性能。此外,还使用修订后的成本模型调查了发布时间和调试器人员配备问题。通过仿真优化方法进行分析。
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