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An adaptive rule-based approach for managing situation-awareness

机译:一种基于规则的自适应方法来管理态势感知

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摘要

Situation awareness is a powerful paradigm that can efficiently exploit the increasing capabilities of handheld devices, such as smart phones and PDAs. Indeed, accurate understanding of the current situation can allow the device to proactively provide information and propose services to users in mobility. Of course, to recognize the situation is a challenging task, due to such factors as the variety of possible situations, uncertain and imprecise data, and different user's preferences and behavior. In this framework, we propose a robust and general rule-based approach to manage situation awareness. We adopt Semantic Web reasoning, fuzzy logic modeling, and genetic algorithms to handle, respectively, situational/contextual inference, uncertain input processing, and adaptation to the user's behavior. We exploit an agent-oriented architecture so as to provide both functional and structural interoperability in an open environment. The system is evaluated by means of a real-world case study concerning resource recommendation. Experimental results show the effectiveness of the proposed approach.
机译:态势感知是一种强大的范例,可以有效利用手持设备(例如智能电话和PDA)不断增强的功能。实际上,对当前情况的准确理解可以使设备主动提供信息并向移动用户提供服务。当然,由于各种可能的情况,不确定和不精确的数据以及不同的用户偏好和行为等因素,识别情况是一项具有挑战性的任务。在此框架中,我们提出了一种基于规则的强大且通用的方法来管理态势感知。我们采用语义Web推理,模糊逻辑建模和遗传算法分别处理情况/上下文推断,不确定的输入处理以及对用户行为的适应性。我们利用面向代理的体系结构,以便在开放环境中提供功能和结构上的互操作性。通过有关资源推荐的实际案例研究对该系统进行了评估。实验结果表明了该方法的有效性。

著录项

  • 来源
    《Expert systems with applications》 |2012年第12期|p.10796-10811|共16页
  • 作者单位

    Dipartimento di Ingegneria dell'lnformazione: Elettronica, Informatica, Telecomunicazioni, University of Pisa, Largo Lucio Lazzarino 1, 56122 Pisa, Italy;

    Dipartimento di Ingegneria dell'lnformazione: Elettronica, Informatica, Telecomunicazioni, University of Pisa, Largo Lucio Lazzarino 1, 56122 Pisa, Italy;

    Dipartimento di Ingegneria dell'lnformazione: Elettronica, Informatica, Telecomunicazioni, University of Pisa, Largo Lucio Lazzarino 1, 56122 Pisa, Italy;

    IMT Lucca Institute for Advanced Studies, Piazza San Ponziano 6, 55100 Lucca, Italy;

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

    situation awareness; context awareness; fuzzy rules; semantic web; rule-based system;

    机译:情况意识;上下文意识;模糊规则;语义网基于规则的系统;
  • 入库时间 2022-08-17 13:32:05

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