Research on Node Anomaly Detection Method in Smart Grid by Beta Distribution Theory

Wang Wenlong, Liang Jianquan
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Abstract

As the extensive use of the wireless sensor networks in Advanced Metering Infrastructure (AMI) of Smart Grid, the network security of AMI becomes more important. Thus, an optimization of trust management mechanism of Beta distribution theory is put forward in this article. First of all, a self-adaption method of trust features sampling is proposed, that adjusts acquisition frequency according to fluctuation of trust attribute collected, which makes the consumption of network resource minimum under the precondition of ensuring accuracy of trust value; Then, the collected trust attribute is judged based on the Mahalanobis distance; Finally, calculate the nodes’ trust value by the optimization of the Beta distribution theory. As the simulation shows, the trust management scheme proposed is suited to WSNs in AMI, and able to reflect the trust value of nodes in a variety of circumstances change better.
基于Beta分布理论的智能电网节点异常检测方法研究
随着无线传感器网络在智能电网高级计量基础设施(AMI)中的广泛应用,AMI的网络安全变得更加重要。因此,本文提出了一种优化Beta分布理论的信任管理机制。首先,提出了一种信任特征采样的自适应方法,根据采集到的信任属性的波动调整采集频率,在保证信任值准确性的前提下使网络资源消耗最小;然后,根据马氏距离对收集到的信任属性进行判断;最后,通过优化Beta分布理论计算节点的信任值。仿真结果表明,所提出的信任管理方案适用于AMI中的wsn,能够较好地反映节点在各种情况变化下的信任值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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