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A System for Distributed Event Detection in Wireless Sensor Networks

机译:无线传感器网络中的分布式事件检测系统

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Event detection is a major issue for applications of wireless sensor networks. In order to detect an event, a sensor network has to identify which application-specific incident has occurred based on the raw data gathered by individual sensor nodes. In this context, an event may be anything from a malfunction of monitored machinery to an intrusion into a restricted area. The goal is to provide high-accuracy event detection at minimal energy cost in order to maximize network lifetime. In this paper, we present a system for collaborative event detection directly on the sensor nodes. The system does not require a base station for centralized coordination or processing, and is fully trainable to recognize different classes of application-specific events. Communication overhead is reduced to a minimum by processing raw data directly on the sensor nodes and only reporting which events have been detected. The detection accuracy is evaluated using a 100-node sensor network deployed as a wireless alarm system on the fence of a real-world construction site.
机译:事件检测是无线传感器网络应用的主要问题。为了检测事件,传感器网络必须基于各个传感器节点收集的原始数据来识别发生了哪个特定于应用程序的事件。在这种情况下,事件可能是从受监视的机器故障到侵入限制区域的任何事情。目标是以最小的能源成本提供高精度的事件检测,以最大程度地延长网络寿命。在本文中,我们提出了一个直接在传感器节点上进行协作事件检测的系统。该系统不需要基站进行集中协调或处理,并且完全可以训练以识别不同类别的特定于应用程序的事件。通过直接在传感器节点上处理原始数据并仅报告已检测到哪些事件,可将通信开销降至最低。使用部署为无线报警系统的100个节点的传感器网络在实际施工现场的围墙上评估检测精度。

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