论传感器网络中信息的质量和价值

C. Bisdikian, Lance M. Kaplan, M. Srivastava
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引用次数: 130

摘要

越来越多地使用来自计划的、临时的和/或机会部署的传感器网络的传感器衍生信息,增强了对日常活动和过程的可见性,使个人、社会、民用、军事和商业环境中的快速数据决策成为可能。信息给这种可见性和随后的决策带来的价值取决于所收集信息的质量特征。在本文中,我们强调、改进和扩展了我们过去在传感器网络的质量和信息价值(qi和VoI)领域的工作。具体来说,我们提出并详细说明了我们的两层qos /VoI定义,其中前者与信息产品的上下文无关的方面有关,后者与信息产品的上下文相关的方面有关。然后,我们围绕两者之间的简单本体论关系来改进相关的qi和VoI属性的分类法。最后,我们介绍了一个基于信息产品的VoI属性的评分和排名框架,并通过一个简单的例子进行了说明。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the quality and value of information in sensor networks
The increasing use of sensor-derived information from planned, ad-hoc, and/or opportunistically deployed sensor networks provides enhanced visibility to everyday activities and processes, enabling fast-paced data-to-decision in personal, social, civilian, military, and business contexts. The value that information brings to this visibility and ensuing decisions depends on the quality characteristics of the information gathered. In this article, we highlight, refine, and extend upon our past work in the areas of quality and value of information (QoI and VoI) for sensor networks. Specifically, we present and elaborate on our two-layer QoI/VoI definition, where the former relates to context-independent aspects and the latter to context-dependent aspects of an information product. Then, we refine our taxonomy of pertinent QoI and VoI attributes anchored around a simple ontological relationship between the two. Finally, we introduce a framework for scoring and ranking information products based on their VoI attributes using the analytic hierarchy multicriteria decision process, illustrated via a simple example.
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