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基于灰色神经网络对软件可靠性模型的研究 被引量:4

THE RESEARCH OF SOFTWARE RELIABILITY MODEL BASED ON THE GREY THEORY AND NEURAL NETWORK
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摘要 软件可靠性是软件工程的一个重要的研究课题。软件可靠性模型可以预测软件产品的缺陷累计率。在GM(1,1)模型、DGM(2,1)模型和Verhulst模型的基础上,结合BP神经网络的理论对软件可靠性进行建模。通过理论分析和预测实验表明,该方法是可行的,拓宽了软件可靠性模型的研究方法。 The software reliability is an important subject of the software engineering field. Software reliability model can predict defect arrival rate. This paper uses the gray theory and neural network computing technology to build software reliability modeling, and shows that the method is feasible to broaden the software reliability model research methods through theoretical analysis and prediction experiments.
出处 《计算机应用与软件》 CSCD 2009年第12期34-36,共3页 Computer Applications and Software
基金 国家自然科学基金(60463002)
关键词 灰色神经网络 软件可靠性 新陈代谢 Gray model and neural network Software reliability Metabolic
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参考文献5

  • 1Kaput PK, Singh O, Mittal R. Software reliability growth , innovation diffusion models: An interface. Int' l Journal of Reliability, Quality , Safety Engineering,2004,11 (4) :339 - 364.
  • 2马飒飒,陈自力,赵守伟.软件可靠性及可靠性多模型综合研究[J].微计算机信息,2006,22(06X):263-265. 被引量:11
  • 3Lyu M R, et al. Handbook of Software Reliability Engineering[ M ]. Liu X C,Zhong W Y, et al. Trans. Beijing: Publishing House of Electronics Industry, 1997,79 - 99 ( in Chinese).
  • 4邓聚龙.灰色预测与决策[M].武昌:华中理工大学出版社.1988:138.
  • 5StephenHkan.软件质量工程-度量与模型[M].2版.吴明晖,应晶,等译北京:电子工业出版社,2004:141.

二级参考文献6

  • 1刘俊峰,赵尔宁,于陆.可靠性工程原理在电子系统中的应用[J].微计算机信息,2005,21(4):212-213. 被引量:11
  • 2Xuemei Zhang, Hoang Pham. An analysis of factors affecting software reliability [J]. The journal of systems and software, 2000,50:43-56
  • 3Chin-yu Huang, Jung-hua Lo,Sy-yen Kuo, Michael R.Lyu.Software reliability and cost estimation incorporating testing-effort and efficiency- IEEE transaction on reliability, Vol.45, No.6,September 2003:123-132
  • 4Chin-yu Huang, Sy-yen Kuo. Analysis of incorporating logistic testing effort function into software reliability modeling [J]. IEEE transaction on reliability, Vol.51, No.3 September 2002:261-270
  • 5Xuemei Zhang, Daniel R.Jeske. Hoang Pham, Calibrating software reliability models when the test environment does not match the user environment [J]. Applied stochastic models in business and industry, 2002, 18:87-99
  • 6Daniel R.Jeske, Xuemei Zhang. Loan Pham- Accounting for realities when estimating the field rate of software [J], IEEE transaction on reliability, Vol.51, No.3 September 2001:321-332

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二级引证文献14

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