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基于BP神经网络和马尔科夫模型的服务器软件老化预测方法 被引量:9

A Study on Software Aging Forecasting of Web Server in BP Neural Network Methods&Markov Model Methods
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摘要 针对服务器软件老化的现象,提出了一种基于BP神经网络和马尔科夫模型结合的方法对服务器关键资源进行预测.实验表明,该算法有一定的预测精度,在一定程度上能够满足服务器老化预测的要求,为服务器抗老化策略的制定提供了依据. By the computer system resource exhausting,running server system does not avoid software aging.This paper gives a method based on BP Neural Network and Markov Model to forecast system key parameter.Finally,through analyzing of the result of the experiment,the authors get more accurate value.This provides a strong basis for software aging forecasting on server.
出处 《西南师范大学学报(自然科学版)》 CAS CSCD 北大核心 2011年第4期193-197,共5页 Journal of Southwest China Normal University(Natural Science Edition)
关键词 软件老化 BP神经网络 马尔科夫模型 预测 software aging BP neural network Markov model forecast
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  • 1刘耀林,刘艳芳,张玉梅.基于灰色-马尔柯夫链预测模型的耕地需求量预测研究[J].武汉大学学报(信息科学版),2004,29(7):575-579. 被引量:88
  • 2蒋承仪.灰色马尔柯夫预测模型[J].重庆建筑大学学报,1996,18(3):116-122. 被引量:48
  • 3Avritzer A,Weyuker E J.Monitoring smoothly degrading systems for increased dependability[J].Empirical Software Eng,1997,12(1):55-77.
  • 4Garg S,Puliafito A,Telek M,et al.Analysis of preventive main-tenance[J].IEEE Trans on Computers,1998,47(1):96-107.
  • 5Huang Y,Kintala C,Kolettis N,et al.Software rejuvenation:a-nalysis module and applications[C]//IEEE Intl.Symposium on Fault Tolerant Computing.1995:381-390.
  • 6Bobbio A, Garg S, Gribaudo M, Horvath A, Sereno M, Telek M. Modeling Software Systems with Rejuvenation, Restoration and Checkpointing through Fliud Stochastic Petri Nets. In: Intl Conf on Petri Nets and Performance Models, PNPM99, Sep. 1999.
  • 7Bobbio A,Sereno M,Anglano C. Fine Grained Software Degradation Models for Optimal Software Rejuvenation Policies. Performance Evaluation, 2001,46: 45- 62.
  • 8Castelli V,et al. Proactive Management of Software Aging. IBM Journal of Research & Development,2001,45(2).
  • 9Dohi T, Goseva-Popstojanova K, Trivedi K S. Analysis of Software Cost Models with Rejuvenation. In: IEEE Intl Symposium on High Assurance Systems Engineering, HASE 2000, Nov. 2000.
  • 10Dohi T, Goseva-Popstojanova K, Trivedi K S. Statistical NonParametric Algorithms to Estimate the Optimal Software Rejuvenation Schedule. In: Pacific Rim Intl Symposium on Dependable Computing, PRDC 2000, Dec. 2000.

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