Model-Based Software Reliability Prediction

被引:0
|
作者
Krishna, G. Sri [1 ]
Mall, Rajib [1 ]
机构
[1] Indian Inst Technol, Dept Comp Sci & Engn, Kharagpur 721302, W Bengal, India
关键词
Software reliability; object-oriented metrics; ANN; UML; early reliability prediction; METRICS SUITE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We investigate an approach for early estimation of the reliability of software products based on their design models. We start by computing several structural and behavioral metrics from Unified Modeling Language(UML) models. The choice of the selected metrics has been based on their ability to influence the final product reliability. A trained neural net is used to predict the reliability of individual modules. The final product reliability is obtained from these predicted values. Our approach can help to decide between design alternatives and also help a manager trade off between the cost of redesigning certain modules and increased testing effort to meet product reliability goals. abstract environment.
引用
收藏
页码:145 / 155
页数:11
相关论文
共 50 条
  • [1] The Prediction Model of Software Reliability Based on the Modular
    Zhang Xiaonan
    Liu Anxin
    Gao Yaming
    Zhang Tiefu
    Liu Hongliang
    [J]. 2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 2, PROCEEDINGS, 2009, : 315 - 318
  • [2] The Prediction Model of Software Reliability Based on Fractals
    Cao, Yong
    Zhu, Qingxin
    Yang, Bo
    [J]. ADVANCES IN SOFTWARE ENGINEERING, 2009, 30 : 124 - +
  • [3] Software reliability prediction based on combination model
    Han, Kun
    Wu, Wei
    Cao, Jun-Hai
    Chen, Shou-Hua
    [J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2013, 35 (12): : 2661 - 2664
  • [4] Model-based performance prediction in software development: A survey
    Balsamo, S
    Di Marco, A
    Inverardi, P
    Simeoni, M
    [J]. IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2004, 30 (05) : 295 - 310
  • [5] Model-based testing considering cost, reliability and software quality
    Htoon, Chaw Yupar
    Thein, Ni Lar
    [J]. APSITT 2005: 6th Asia-Pacific Symposium on Information and Telecommunication Technologies, Proceedings, 2005, : 160 - 164
  • [6] The Fractal Prediction Model of Software Reliability Based on Wavelet
    Cao, Yong
    Zhao, Youjie
    Wang, Huan
    [J]. SOFTWARE ENGINEERING, BUSINESS CONTINUITY, AND EDUCATION, 2011, 257 : 265 - 271
  • [7] Performance Prediction upon Toolchain Migration in Model-Based Software
    Ketata, Aymen
    Moreno, Carlos
    Fischmeister, Sebastian
    Liang, Jia
    Czarnecki, Krzysztof
    [J]. 2015 ACM/IEEE 18TH INTERNATIONAL CONFERENCE ON MODEL DRIVEN ENGINEERING LANGUAGES AND SYSTEMS (MODELS), 2015, : 302 - 311
  • [8] Automated Model-Based Reliability Assessment of Software-Defined Manufacturing
    Grimmeisen, Philipp
    Morozov, Andrey
    Fabarisov, Tagir
    Wortmann, Andreas
    Koo, Chee Hung
    [J]. 2022 IEEE 27TH INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2022,
  • [9] Software Reliability Prediction Model based on Relevance Vector Machine
    Lou Jun-gang
    Jiang Jian-hui
    Shuai Chun-yan
    Zhang Rui
    Jin Ang
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 1, 2009, : 229 - 233
  • [10] Prediction Model Based Failure Time Data for Software Reliability
    Lin, Peng
    Tian, Xu
    Wang, Xiaojuan
    Cao, Xu
    Cao, Jiejing
    Li, Jianli
    Gong, Yan
    [J]. ADVANCED HYBRID INFORMATION PROCESSING, 2018, 219 : 265 - 274