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Data Aggregation Based on Overlapping Rate of Sensing Area in Wireless Sensor Networks

机译:无线传感器网络中基于传感区域重叠率的数据聚合

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摘要

Wireless sensor networks are required in smart applications to provide accurate control, where the high density of sensors brings in a large quantity of redundant data. In order to reduce the waste of limited network resources, data aggregation is utilized to avoid redundancy forwarding. However, most of aggregation schemes reduce information accuracy and prolong end-to-end delay when eliminating transmission overhead. In this paper, we propose a data aggregation scheme based on overlapping rate of sensing area, namely AggOR, aiming for energy-efficient data collection in wireless sensor networks with high information accuracy. According to aggregation rules, gathering nodes are selected from candidate parent nodes and appropriate neighbor nodes considering a preset threshold of overlapping rate of sensing area. Therefore, the collected data in a gathering area are highly correlated, and a large amount of redundant data could be cleaned. Meanwhile, AggOR keeps the original entropy by only deleting the duplicated data. Experiment results show that compared with others, AggOR has a high data accuracy and a short end-to-end delay with a similar network lifetime.
机译:在智能应用中,需要无线传感器网络来提供精确的控制,而高密度的传感器会带来大量的冗余数据。为了减少有限的网络资源的浪费,利用数据聚合来避免冗余转发。但是,大多数聚合方案在消除传输开销时会降低信息准确性并延长端到端延迟。在本文中,我们提出了一种基于感知区域重叠率的数据聚合方案,即AggOR,旨在实现具有高信息准确性的无线传感器网络中的节能数据收集。根据聚合规则,考虑预设的感知区域重叠率阈值,从候选父节点和适当的邻居节点中选择收集节点。因此,收集区域中的收集数据高度相关,并且可以清除大量冗余数据。同时,AggOR通过仅删除重复的数据来保留原始熵。实验结果表明,与其他同类产品相比,AggOR具有较高的数据准确性和较短的端到端延迟,并且具有相似的网络寿命。

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