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A general modeling and analysis framework for software fault detection and correction process
Liu, Yu1; Li, Duo1; Wang, Lujia2; Hu, Qingpei2
2016-08-01
发表期刊SOFTWARE TESTING VERIFICATION & RELIABILITY
ISSN0960-0833
卷号26期号:5页码:351-365
摘要Software reliability growth modeling plays an important role in software reliability evaluation. To incorporate more information and provide more accurate analysis, modeling software fault detection and correction processes has attracted widespread research attention recently. In modeling software correction processes, the assumption of fault correction time is relaxed from constant delay to random delay. However, stochastic distribution of fault correction time brings more difficulties in modeling and corresponding parameter estimation. In this paper, a framework of software reliability models containing both information from software fault detection process and correction process is studied. Different from previous extensions on software reliability growth modeling, the proposed approach is based on Markov model other than a nonhomogeneous Poisson process model. Also, parameter estimation is carried out with weighted least-square estimation method, which emphasizes the influence of later data on the prediction. Two data sets from practical software development projects are applied with the proposed framework, which shows satisfactory performance with the results. Copyright (C) 2016 John Wiley & Sons, Ltd.
关键词fault detection process fault correction process software reliability weighted least-square estimation
DOI10.1002/stvr.1600
语种英语
资助项目National ST Major Project[ZX06901] ; National Center for Mathematics and Interdisciplinary Sciences of Chinese Academy of Sciences
WOS研究方向Computer Science
WOS类目Computer Science, Software Engineering
WOS记录号WOS:000382932100002
出版者WILEY-BLACKWELL
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/23345
专题系统科学研究所
通讯作者Li, Duo
作者单位1.Tsinghua Univ, Inst Nucl & New Energy Technol, Key Lab Adv Reactor Engn & Safety, Beijing, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China
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GB/T 7714
Liu, Yu,Li, Duo,Wang, Lujia,et al. A general modeling and analysis framework for software fault detection and correction process[J]. SOFTWARE TESTING VERIFICATION & RELIABILITY,2016,26(5):351-365.
APA Liu, Yu,Li, Duo,Wang, Lujia,&Hu, Qingpei.(2016).A general modeling and analysis framework for software fault detection and correction process.SOFTWARE TESTING VERIFICATION & RELIABILITY,26(5),351-365.
MLA Liu, Yu,et al."A general modeling and analysis framework for software fault detection and correction process".SOFTWARE TESTING VERIFICATION & RELIABILITY 26.5(2016):351-365.
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