Empirical Research on the Application of a Structure-Based Software Reliability Model | |
Jie Zhang; Yang Lu; Ke Shi; Chong Xu | |
刊名 | IEEE/CAA Journal of Automatica Sinica |
2021 | |
卷号 | 8期号:6页码:1153-1162 |
关键词 | Algebraic method reliability evaluation software metrics software reliability |
ISSN号 | 2329-9266 |
DOI | 10.1109/JAS.2020.1003309 |
英文摘要 | Reliability engineering implemented early in the development process has a significant impact on improving software quality. It can assist in the design of architecture and guide later testing, which is beyond the scope of traditional reliability analysis methods. Structural reliability models work for this, but most of them remain tested in only simulation case studies due to lack of actual data. Here we use software metrics for reliability modeling which are collected from source codes of post versions. Through the proposed strategy, redundant metric elements are filtered out and the rest are aggregated to represent the module reliability. We further propose a framework to automatically apply the module value and calculate overall reliability by introducing formal methods. The experimental results from an actual project show that reliability analysis at the design and development stage can be close to the validity of analysis at the test stage through reasonable application of metric data. The study also demonstrates that the proposed methods have good applicability. |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/44571] |
专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Jie Zhang,Yang Lu,Ke Shi,et al. Empirical Research on the Application of a Structure-Based Software Reliability Model[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(6):1153-1162. |
APA | Jie Zhang,Yang Lu,Ke Shi,&Chong Xu.(2021).Empirical Research on the Application of a Structure-Based Software Reliability Model.IEEE/CAA Journal of Automatica Sinica,8(6),1153-1162. |
MLA | Jie Zhang,et al."Empirical Research on the Application of a Structure-Based Software Reliability Model".IEEE/CAA Journal of Automatica Sinica 8.6(2021):1153-1162. |
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