Hidden Markov Model Approach for Software Reliability Estimation with Logic Error
文献类型：期刊论文
| 作者 | R. Bharathi2,3; R. Selvarani1 |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2020 |
| 卷号 | 17期号:2页码:305-320 |
| 关键词 | Hidden Markov model (HMM) reliability logic error safety critical software failure. |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-019-1214-7 |
| 英文摘要 | To ensure the safe operation of any software controlled critical systems, quality factors like reliability and safety are given utmost importance. In this paper, we have chosen to analyze the impact of logic error that is one of the contributors to the above factors. In view of this, we propose a novel framework based on a data driven approach known as software failure estimation with logic error (SFELE). Here, the probabilistic nature of software error is explored by observing the operation of a safety critical system by injecting logic fault. The occurrence of error, its propagations and transformations are analyzed from its inception to end of its execution cycle through the hidden Markov model (HMM) technique. We found that the proposed framework SFELE supports in labeling and quantifying the behavioral properties of selected errors in a safety critical system while traversing across its system components in addition to reliability estimation of the system. Our attempt at the design level can help the design engineers to improve their system quality in a cost-effective manner. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42305]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Department of Computer Science, Alliance University, Bangalore 562106, India 2.Research scholar, Visvesvaraya Technological University, Belagavi 590018, India 3.Department of Computer Science, PES University, Bangalore 560100, India |
| 推荐引用方式 GB/T 7714 | R. Bharathi,R. Selvarani. Hidden Markov Model Approach for Software Reliability Estimation with Logic Error[J]. International Journal of Automation and Computing,2020,17(2):305-320. |
| APA | R. Bharathi,&R. Selvarani.(2020).Hidden Markov Model Approach for Software Reliability Estimation with Logic Error.International Journal of Automation and Computing,17(2),305-320. |
| MLA | R. Bharathi,et al."Hidden Markov Model Approach for Software Reliability Estimation with Logic Error".International Journal of Automation and Computing 17.2(2020):305-320. |
入库方式： OAI收割
来源：自动化研究所
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