KMS Of Academy of mathematics and systems sciences, CAS
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 |
ISSN | 0960-0833 |
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 |
DOI | 10.1002/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 |
推荐引用方式 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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