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An evaluation model for dependability of Internet-scale software on basis of Bayesian Networks and trustworthiness

机译:基于贝叶斯网络和可信度的互联网规模软件可靠性评估模型

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摘要

Internet-scale software becomes more and more important as a mode to construct software systems when Internet is developing rapidly. Internet-scale software comprises a set of widely distributed software entities which are running in open, dynamic and uncontrollable Internet environment. There are several aspects impacting dependability of Internet-scale software, such as technical, organizational, decisional and human aspects. It is very important to evaluate dependability of Internet-scale software by integrating all the aspects and analyzing system architecture from the most foundational elements. However, it is lack of such an evaluation model. An evaluation model of dependability for Internet-scale software on the basis of Bayesian Networks is proposed in this paper. The structure of Internet-scale software is analyzed. An evaluating system of dependability for Internet-scale software is established. It includes static metrics, dynamic metrics, prior metrics and correction metrics. A process of trust attenuation based on assessment is proposed to integrate subjective trust factors and objective dependability factors which impact on system quality. In this paper, a Bayesian Network is build according to the structure analysis. A bottom-up method that use Bayesian reasoning to analyses and calculate entity dependability and integration dependability layer by layer is described. A unified dependability of the whole system is worked out and is corrected by objective data. The analysis of experiment in a real system proves that the model in this paper is capable of evaluating the dependability of Internet-scale software clearly and objectively. Moreover, it offers effective help to the design, development, deployment and assessment of Internet-scale software.
机译:随着Internet的快速发展,Internet规模的软件作为构建软件系统的一种模式变得越来越重要。 Internet级软件包括一组广泛分布的软件实体,它们在开放,动态且不可控制的Internet环境中运行。有几个方面会影响Internet规模软件的可靠性,例如技术,组织,决策和人员方面。通过集成所有方面并从最基本的元素分析系统体系结构,评估Internet规模软件的可靠性非常重要。但是,缺乏这种评估模型。提出了一种基于贝叶斯网络的互联网规模软件可靠性评估模型。分析了互联网规模的软件的结构。建立了互联网规模软件的可靠性评估系统。它包括静态指标,动态指标,先前指标和更正指标。提出了一种基于评估的信任衰减过程,将影响系统质量的主观信任因素和客观可靠性因素进行整合。根据结构分析,建立了贝叶斯网络。描述了一种使用贝叶斯推理逐层分析和计算实体可靠性和集成可靠性的自下而上的方法。计算出整个系统的统一可靠性,并通过客观数据进行校正。在实际系统中的实验分析表明,该模型能够清晰,客观地评估互联网规模软件的可靠性。此外,它为Internet级软件的设计,开发,部署和评估提供了有效的帮助。

著录项

  • 来源
    《The Journal of Systems and Software》 |2014年第3期|63-75|共13页
  • 作者单位

    College of Information Technical Science, Nankai University, Tmnjin 300071, China,College of Information Science and Electrical Engineering, Shandong JiaoTong University, Jinan 250357, China;

    College of Information Technical Science, Nankai University, Tmnjin 300071, China;

    College of Information Technical Science, Nankai University, Tmnjin 300071, China;

    College of Information Technical Science, Nankai University, Tmnjin 300071, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Internet-scale software; Dependability; Bayesian Network;

    机译:互联网规模的软件;可靠性;贝叶斯网络;

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