SOFTWARE RELIABILITY PREDICTION USING SPN

被引:0
|
作者
Abbasabadee, S. [1 ]
Motameni, H. [1 ]
Jahangirvand, H. [2 ]
机构
[1] Islamic Azad Univ, Sari Branch, Dept Comp Engn, Sari, Iran
[2] Ports & Maritime Org, Amirabad Port Special Econ Zone, Behshahr, Iran
关键词
Reliability; SPN; Markov Chain; Component based-software;
D O I
10.4314/jfas.v8i3s.149
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Reliability is an important software quality parameter. In this research for computation of software reliability, component reliability model based on SPN would be proposed. An isomorphic markov chain is obtained from component SPN model. A quantitative reliability prediction method is proposed. The component reliability value is calculated according to the transition cumulative probability distribution of markov chain, obtained from the software SPN model. By means of reliability prediction of the whole software, we'll introduce CRMPN. In CRMPN states are component reliability model and transition are marked with components reliability. With this research more complex software could be simplified and reliability of the software could be evaluated effectively. An example is provided for demonstrating the feasibility and applicability of our method.
引用
收藏
页码:956 / 965
页数:10
相关论文
共 50 条
  • [41] An Empirical Analysis of Software Reliability Prediction Through Reliability Growth Model Using Computational Intelligence
    Bhuyan, Manmath Kumar
    Mohapatra, Durga Prasad
    Sethi, Srinivas
    Kar, Sumit
    COMPUTATIONAL INTELLIGENCE IN DATA MINING, VOL 2, 2015, 32 : 513 - 524
  • [42] A Software Reliability Prediction Method Based on Software Development Process
    Han, Kun
    Cao, Jun-Hai
    Chen, Shou-Hua
    Liu, Wei-Wei
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON QUALITY, RELIABILITY, RISK, MAINTENANCE, AND SAFETY ENGINEERING (QR2MSE), VOLS I-IV, 2013, : 280 - 283
  • [43] An automated software reliability prediction system for safety critical software
    Li, Xiang
    Mutha, Chetan
    Smidts, Carol S.
    EMPIRICAL SOFTWARE ENGINEERING, 2016, 21 (06) : 2413 - 2455
  • [44] An automated software reliability prediction system for safety critical software
    Xiang Li
    Chetan Mutha
    Carol S. Smidts
    Empirical Software Engineering, 2016, 21 : 2413 - 2455
  • [45] n-Steps ahead software reliability prediction using the Kalman filter
    Ursini, Edson L.
    Martins, Paulo S.
    Moraes, Regina L.
    Timoteo, Varese S.
    APPLIED MATHEMATICS AND COMPUTATION, 2014, 245 : 116 - 134
  • [46] Early software reliability prediction using cause-effect graphing analysis
    Kong, Wende
    Shi, Ying
    Smidts, Carol S.
    ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 2007 PROCEEDINGS, 2006, : 173 - +
  • [47] Software Reliability Prediction via Neural Network
    Zama, Wataru
    Xiao, Xiao
    2023 IEEE 34TH INTERNATIONAL SYMPOSIUM ON SOFTWARE RELIABILITY ENGINEERING WORKSHOPS, ISSREW, 2023, : 103 - 107
  • [48] Prediction of software reliability by Support Vector Regression
    Wang, CH
    Chen, KY
    PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 1724 - 1729
  • [49] Software reliability prediction by soft computing techniques
    Kiran, N. Raj
    Ravi, V.
    JOURNAL OF SYSTEMS AND SOFTWARE, 2008, 81 (04) : 576 - 583
  • [50] The Prediction Model of Software Reliability Based on the Modular
    Zhang Xiaonan
    Liu Anxin
    Gao Yaming
    Zhang Tiefu
    Liu Hongliang
    2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 2, PROCEEDINGS, 2009, : 315 - 318