Software Reliability Prediction Using Artificial Techniques
作者： Nada N. Saleem , Rita G. Al gargoor
DOI:
关键词:
摘要: Due to the growth in demand for software with high reliability and safety, prediction becomes more essential. Software is a key part of quality. Over years, many models have been successfully utilized practical engineering, however, no single model can obtain accurate all cases. So order improve accuracy proposed combine neural networks (NN). Particle swarm optimization (PSO) algorithm has chosen applied learning process select best architecture network. The applicability demonstrated through three failure data sets. results show that good capability applicable prediction.
ijcsi.org 参考文章(28)
Surekha Paneerselvam, S. Sumathi, Computational Intelligence Paradigms: Theory & Applications using MATLAB ,(2010)
Brian J. Taylor, Methods and Procedures for the Verification and Validation of Artificial Neural Networks Springer-Verlag New York, Inc.. ,(2005)
A. Sheta, Reliability Growth Modeling for Software Fault Detection Using Particle Swarm Optimization ieee international conference on evolutionary computation. pp. 3071- 3078 ,(2006) , 10.1109/CEC.2006.1688697
Daniel Merkle, Christian Blum, Swarm Intelligence: Introduction and Applications Springer. pp. 43- 85 ,(2008)
R. Sitte, Comparison of software-reliability-growth predictions: neural networks vs parametric-recalibration IEEE Transactions on Reliability. ,vol. 48, pp. 285- 291 ,(1999) , 10.1109/24.799900
Vincent Almering, Michiel van Genuchten, Ger Cloudt, Peter J.M. Sonnemans, Using Software Reliability Growth Models in Practice IEEE Software. ,vol. 24, pp. 82- 88 ,(2007) , 10.1109/MS.2007.182
Jun Zheng, Predicting software reliability with neural network ensembles Expert Systems With Applications. ,vol. 36, pp. 2116- 2122 ,(2009) , 10.1016/J.ESWA.2007.12.029
Parmod Kumar Kapur, VS SARMA YADAVALLI, SUNIL KUMAR KHATRI, MASHAALLAH BASIRZADEH, None, ENHANCING SOFTWARE RELIABILITY OF A COMPLEX SOFTWARE SYSTEM ARCHITECTURE USING ARTIFICIAL NEURAL-NETWORKS ENSEMBLE International Journal of Reliability, Quality and Safety Engineering. ,vol. 18, pp. 271- 284 ,(2011) , 10.1142/S0218539311004135
Kai-Yuan Cai, Lin Cai, Wei-Dong Wang, Zhou-Yi Yu, David Zhang, On the neural network approach in software reliability modeling Journal of Systems and Software. ,vol. 58, pp. 47- 62 ,(2001) , 10.1016/S0164-1212(01)00027-9
Yogesh Singh, Pradeep Kumar, None, Prediction of Software Reliability Using Feed Forward Neural Networks computational intelligence. pp. 1- 5 ,(2010) , 10.1109/CISE.2010.5677251