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基于机器学习的CPS系统可靠性在线评估方法 被引量:2

Method for evaluating reliability of Cyber-Physical Systems online based on machine learning
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摘要 为了对CPS系统可靠性进行有效分析与量化,提出了一种实时的CPS可靠性自动在线评估方法,该方法采用机器学习思想构建了评估框架,设计了在线排队算法,实现了对CPS可靠性的实时在线分析与评估,并能及时采取预防措施,确保系统正常无间断运行,极大地提高了系统可靠性。仿真实验结果验证了评估方法的有效性及广泛的应用前景。 In order to carry out the analysis and quantification for the reliability of CPS, an automatic online assessment method for the reliability of CPS is proposed. It builds an evaluation framework based on knowledge of machine learning, designs an online rank algorithm, and realizes the online analysis and assessment in real time. The preventive measures can be taken timely. And system can operate normally and continuously. Its reliability has been greatly improved. The result of simulation experiments has verified the validity of the assessment method and the broad application prospects.
出处 《计算机工程与应用》 CSCD 2014年第10期128-130,170,共4页 Computer Engineering and Applications
基金 国家自然科学基金(No.61203192) 江苏省自然科学基金资助项目(No.BK2012326)
关键词 信息物理融合系统(CPS) 可靠性 机器学习 排队模型 reliability machine learning queuing models
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  • 1Rajkumar R, Lee I, Lui Sha, et al.Cyber-physical systems: The next computing revolution[C]//ACM/IEEE Design Automation Conf(DAC).Los Alamitos, CA: IEEE Com- puter Society, 2010 : 731-736.
  • 2何明,梁文辉,陈国华,陈秋丽,连向磊.基于多视图的信息物理融合系统体系结构研究[J].计算机工程与应用,2013,49(12):25-32. 被引量:6
  • 3La H J, Kim S D.A service-based approach to designing cyber physical systems[C]//Proceedings of the 2010 IEEE/ ACIS 9th International Conference on Computer and In- formation Science.Washington, DC, USA: IEEE Computer Society, 2010 : 895-900.
  • 4Barnum S, Sastry S, Stankovic J A.Reliability of embedded and cyber-physical systems[C]//Security Privacy.[S.l.]: IEEE,2010,8(5) :27-32.
  • 5Tan Ying,Vuran M C,Goddard S,et al.A concept Lattic- based event model for cyber-physical systems[C]//Proe of ICCPS.New York: ACM, 2010 : 50-60.
  • 6Lakshmanan K,Niz D,Rajkumar R,et al.Resource allo- cation in distributed mixed-criticality cyber-physical sys- tems[C]//Proc of ICDCS.Piscataway, NJ: IEEE, 2010: 169-178.
  • 7Zimmer C, Bhat B, Muller F, et al.Time-based intrusion detection in cyber-physical systems[C]//Proc of ICCPS. New York:ACM,2010: 108-119.

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