基于随机脉冲微分方程的开源软件可靠性建模

Zhoutao Zheng, Jianfeng Yang, Yao Hu, Xibin Wang
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引用次数: 0

摘要

现实中,软件的突然更新、黑客的攻击、互联网市场的影响等都会导致开源软件(OSS)故障数量激增(这个时刻是冲动发生的时刻),从而产生冲动现象。现有的软件可靠性模型在进行可靠性评估时,认为软件故障的动态过程是连续的,但随机脉冲的出现会破坏这一过程的连续性。因此,为了更准确地评估软件可靠性,我们提出了一个带有SIDE的OSS可靠性模型。该模型将软件故障的动态过程分为连续部分和跳过部分,用SDE描述连续部分的过程,用随机脉冲描述不可预测的随机事件对连续性的破坏。最后,用实际OSS项目的两个数据集对所提模型进行了验证,结果表明所提模型比现有模型更符合实际,具有更好的拟合效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Open-source Software Reliability Modeling with Stochastic Impulsive Differential Equations
In reality, sudden updates of software, attacks of hackers, influence of the Internet market, etc. can cause a surge in the number of open-source software (OSS) faults (this moment is the time when impulse occurs), which results in impulsive phenomenon. For the existing software reliability models, dynamic process of software fault is considered to be continuous when assessing reliability, but continuity of the process can be disrupted with appearance of random impulses. Thus, to more accurately assess software reliability, we proposed an OSS reliability model with SIDE. In the model, dynamic process of software fault is divided into a continuous and a skipped part, described the continuous part of the process with SDE, and described destruction of the continuity caused by unpredictable random events with random impulses. Finally, the proposed model is verified with two datasets from real OSS project, and the results show that the proposed model is more in line with reality and has better fitting effect than the existing models.
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