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物联网-智慧传输-基于节点信息比较的无线传感故障诊断算法.pdf
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物联网-智慧传输-基于节点信息比较的无线传感故障诊断算法.pdf
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摘 要
故障诊断是无线传感器网络健康管理中的主要环节,设计节省能量的故障诊断方
法是其中的关键问题,本文分析了故障诊断中的节能策略,并提出了两种基于节能的
无线传感器网络故障诊断算法。
首先给出针对分簇网络的二步故障诊断算法。该算法通过分簇协议选出簇头,利
用簇头节点的信息空间相似性,与邻居簇头节点相互比较得到簇头节点的最初状态;
再根据簇头节点的状态与之存在的信息相似度进行相互检验,得到簇头节点的最终诊
断结果。此二步算法不需要重复选择簇头且确保簇头节点高的诊断精度,节省了网络
能耗。仿真结果表明,所给的诊断算法诊断一轮能节省大约 30%的能量,此外,在故
障率较高的情况下诊断算法仍然保持较高的诊断效果。
其次给出一种节点软故障诊断算法。该算法利用节点感知数据的空间相似性,通
过与邻居节点的感知数据的比较,确定被诊断节点的状态。算法通过引用
TF
(
Total—
—Fault-free)模型思想,避免了因存在节点瞬时故障导致的数据比较,减少了时间冗余
的检测次数。仿真结果表明,算法不仅能够提高网络诊断精度,还可以降低诊断过程
中的能量消耗。
关键词:无线传感网络 分簇网络 网络软故障 TF 模型 能量
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Abstract
Fault detection technique is an important part to be considered for health management of
wireless sensor networks (WSNs). And how to propose an energy-saving fault diagnosis
algorithm is a hot issue in WSNs. In this paper, we analyze the energy-saving strategy in fault
diagnosis, and two energy-saving fault diagnosis algorithms are presented.
Firstly, a two-step fault diagnosis algorithm based on clusters is presented. Cluster heads
are selected through cluster protocols at first. Then cluster heads are initially identified based
on comparisons of data from neighbor nodes because of its spatial similarity, and some
further tests are taken by comparison of each cluster head to get the final state. This could
ensure the high diagnostic accuracy of cluster heads, and the energy in WSNs is saved too.
The simulation results confirm that the two-step algorithm can save almost 30% energy and
the diagnosis accuracy of this algorithm is kept high even though the failure rate is high.
Secondly, a soft fault diagnosis algorithm is given. Sensor nodes are identified by
comparison of data from neighbor nodes because it is spatially related. Considering the
transient fault, a Total Fault-free (TF) model is taken as a reference model, and the algorithm
avoids unnecessary data comparison caused by the transient fault and decreases the number
of redundant detection. Finally, the simulation results indicate that the detection is kept high
and the energy consumption is reduced.
Key words: Wireless Sensor Networks Cluster Network Network Soft Fault
TF-model Energy
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