基于环境因素和变化点的软件系统可靠性研究模型

IF 1.6 Q2 ENGINEERING, MULTIDISCIPLINARY
Jyotish N. P. Singh, Asha Yadav, Ompal Singh, Adarsh Anand
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引用次数: 0

摘要

确保软件的可靠性是一项至关重要的任务,尤其是在开源项目中。由于程序员技能参差不齐、测试环境各异、测试方法不同等因素,软件的复杂性也随之增加。本文强调了软件可靠性面临的一个重大挑战--软件生命周期中环境因素的影响。本文提出的解决方案包括一个新颖的软件可靠性增长模型,该模型考虑了随时间变化的环境因素,并结合了变化点现象。为了验证该模型,我们使用了来自两个阿帕奇软件基金会项目(Log4j 和 Lucene)的真实故障数据,结果令人鼓舞。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Environmental factor and change point based modeling for studying reliability of a software system

Environmental factor and change point based modeling for studying reliability of a software system

Ensuring the reliability of software is a critical task, particularly in the context of open-source projects. The complexity intensifies due to factors such as varying programmer skills, diverse testing environments, and different testing methodologies. This article emphasizes a significant challenge in software reliability—the influence of environmental factors throughout the software's life cycle. The proposed solution involves a novel Software Reliability Growth Model that considers time-dependent environmental factors, incorporating the change point phenomenon. To validate the model, real failure data from two Apache Software Foundation Projects, Log4j and Lucene, has been utilized, resulting in highly promising and encouraging outcomes.

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来源期刊
CiteScore
4.30
自引率
10.00%
发文量
252
期刊介绍: This Journal is established with a view to cater to increased awareness for high quality research in the seamless integration of heterogeneous technologies to formulate bankable solutions to the emergent complex engineering problems. Assurance engineering could be thought of as relating to the provision of higher confidence in the reliable and secure implementation of a system’s critical characteristic features through the espousal of a holistic approach by using a wide variety of cross disciplinary tools and techniques. Successful realization of sustainable and dependable products, systems and services involves an extensive adoption of Reliability, Quality, Safety and Risk related procedures for achieving high assurancelevels of performance; also pivotal are the management issues related to risk and uncertainty that govern the practical constraints encountered in their deployment. It is our intention to provide a platform for the modeling and analysis of large engineering systems, among the other aforementioned allied goals of systems assurance engineering, leading to the enforcement of performance enhancement measures. Achieving a fine balance between theory and practice is the primary focus. The Journal only publishes high quality papers that have passed the rigorous peer review procedure of an archival scientific Journal. The aim is an increasing number of submissions, wide circulation and a high impact factor.
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