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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
Source PublicationSOFTWARE TESTING VERIFICATION & RELIABILITY
ISSN0960-0833
Volume26Issue:5Pages:351-365
AbstractSoftware 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.
Keywordfault detection process fault correction process software reliability weighted least-square estimation
DOI10.1002/stvr.1600
Language英语
Funding ProjectNational ST Major Project[ZX06901] ; National Center for Mathematics and Interdisciplinary Sciences of Chinese Academy of Sciences
WOS Research AreaComputer Science
WOS SubjectComputer Science, Software Engineering
WOS IDWOS:000382932100002
PublisherWILEY-BLACKWELL
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/23345
Collection系统科学研究所
Corresponding AuthorLi, Duo
Affiliation1.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
Recommended Citation
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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