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A Survey on Data Quality for Dependable Monitoring in Wireless Sensor Networks

机译:无线传感器网络中可靠监测的数据质量调查

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摘要

Wireless sensor networks are being increasingly used in several application areas, particularly to collect data and monitor physical processes. Non-functional requirements, like reliability, security or availability, are often important and must be accounted for in the application development. For that purpose, there is a large body of knowledge on dependability techniques for distributed systems, which provide a good basis to understand how to satisfy these non-functional requirements of WSN-based monitoring applications. Given the data-centric nature of monitoring applications, it is of particular importance to ensure that data are reliable or, more generically, that they have the necessary quality. In this survey, we look into the problem of ensuring the desired quality of data for dependable monitoring using WSNs. We take a dependability-oriented perspective, reviewing the possible impairments to dependability and the prominent existing solutions to solve or mitigate these impairments. Despite the variety of components that may form a WSN-based monitoring system, we give particular attention to understanding which faults can affect sensors, how they can affect the quality of the information and how this quality can be improved and quantified.
机译:无线传感器网络正越来越多地用于几个应用领域,尤其是用于收集数据和监视物理过程。诸如可靠性,安全性或可用性之类的非功能性需求通常很重要,并且必须在应用程序开发中加以考虑。为此,对于分布式系统的可靠性技术有大量的知识,这些知识为理解如何满足基于WSN的监视应用程序的这些非功能性需求提供了良好的基础。考虑到监视应用程序的以数据为中心的性质,确保数据可靠或更普遍地具有必要的质量特别重要。在这项调查中,我们研究了确保使用WSN进行可靠监视所需的数据质量的问题。我们以可靠性为导向,回顾了可靠性的可能损害以及解决或减轻这些损害的现有主要解决方案。尽管可能形成基于WSN的监视系统的组件多种多样,但我们仍特别注意了解哪些故障会影响传感器,它们如何影响信息质量以及如何提高和量化这种质量。

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