期刊文献+

基于模糊神经网络的软件可靠性早期预计方法 被引量:5

Early Software Reliability Prediction: an Approach Based on Fuzzy Neural Network
下载PDF
导出
摘要 在基于模糊神经网络的基础上 ,提出了一种新的软件可靠性早期预计方法 .通过分析软件缺陷产生的原因 ,给出了导致软件缺陷产生的因素 .同时 ,深入讨论了软件可靠性早期预计的建模方法 .在此基础上 ,利用模糊神经网络建立了软件可靠性早期预计的模型 。 Based on the fuzzy neural network, an approach to early software reliability prediction is proposed. The reason of the software defects generated is analyzed and the factors which introduce the defects during software creation are presented. It is pointed out that fuzzy variables and using experience are the characteristics of the factors, and in the modeling of early software reliability prediction we must consider them. The modeling method for early software reliability prediction is discussed and the detail steps for the approach are given. Future research works about this approach such as how to quantify the inputs of the model and how to train the fuzzy neural network are also mentioned.
出处 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2001年第2期237-240,共4页 Journal of Beijing University of Aeronautics and Astronautics
关键词 软件工程 可靠性 神经网络 软件 Computer simulation Forecasting Fuzzy sets Neural networks Reliability
  • 相关文献

参考文献1

  • 1赵振宇,模糊理论和神经网络的基础与应用,1996年

同被引文献36

  • 1陈火旺,王戟,董威.高可信软件工程技术[J].电子学报,2003,31(z1):1933-1938. 被引量:115
  • 2覃志东,雷航,桑楠,熊光泽,古幼鹏.安全关键软件可靠性验证测试方法研究[J].航空学报,2005,26(3):334-339. 被引量:33
  • 3梅登华,闵华清.基于灰色系统理论的软件系统可靠性分析[J].系统工程与电子技术,2006,28(7):1103-1105. 被引量:5
  • 4张永强,孙胜娟.基于未确知理论的软件可靠性建模[J].软件学报,2006,17(8):1681-1687. 被引量:32
  • 5Alan Wood. Software reliability growth models: assumptions vs. reality [C]//Los Alamitos. Proceedings of the 8th International Symposium on Software Reliability Engineering. New Mexico: IEEE Computer Society Technical Council on Software Engineering, 1997:136-141
  • 6ISO/IEC 9126-1 2001, Software quality characteristics and metrics-partl : quality model [ S]
  • 7KAPUR P K, SINGH O, MITTAL R. Software reliability growth and innovation diffusion models: An interface [J]. Int'l Journal of Reliability, Quality and Safety Engineering, 2004,11(4):339-364.
  • 8Yang Shi-Ping, Nan Sang, Xiong Guang-Ze. Integrated safety critical systems on reliable real time network. In: Proceedings of IEEE International Conference on Parallel and Distributed Computing, Applications and Technologies, Chengdu, China, 2003, 66~70
  • 9Stavridou V., Dutertre B.. From security to safety and back. In: Proceedings of Computer Security, Dependability and Assurance: From Needs to Solutions, 1998, 182~195
  • 10Herbert H., Patrick C.. Rare conditions and their effect on software failures. In: Proceedings of the 1994 Reliability and Maintainability Symposium, 1994, 334~337

引证文献5

二级引证文献32

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部