论文标题

基于进化游戏的安全聚类协议,具有模糊信任评估和无线传感器网络的离群值检测

An Evolutionary Game based Secure Clustering Protocol with Fuzzy Trust Evaluation and Outlier Detection for Wireless Sensor Networks

论文作者

Yang, Liu, Lu, Yinzhi, Yang, Simon X., Zhong, Yuanchang, Guo, Tan, Liang, Zhifang

论文摘要

由于独特的特征和约束,可信赖和可靠的数据传输是无线传感器网络(WSN)的一项艰巨任务。为了获取安全的数据传输并解决安全与能源之间的冲突,在本文中,我们提出了一种基于进化游戏的安全聚类协议,并具有模糊信任评估和WSN的离群检测。首先,提出了一种模糊的信任评估方法,以将传输证据转化为信任价值,同时有效地减轻了信任的不确定性。然后,提出了基于K-均值的离群检测方案,以进一步分析通过模糊信任评估或信任建议获得的大量信任值。它可以发现传感器节点之间的共同点和差异,同时提高异常检测的准确性。最后,我们提出了一种基于进化游戏的安全群集协议,以在选举群集头时为传感器节点节省和节能之间的权衡。失败的传感器节点可以通过隔离可疑节点来安全地选择自己的头部。仿真结果验证了我们的安全聚类协议可以有效地捍卫网络免受内部自私或折衷节点的攻击。相应地,及时的数据传输速率可以显着提高。

Trustworthy and reliable data delivery is a challenging task in Wireless Sensor Networks (WSNs) due to unique characteristics and constraints. To acquire secured data delivery and address the conflict between security and energy, in this paper we present an evolutionary game based secure clustering protocol with fuzzy trust evaluation and outlier detection for WSNs. Firstly, a fuzzy trust evaluation method is presented to transform the transmission evidences into trust values while effectively alleviating the trust uncertainty. And then, a K-Means based outlier detection scheme is proposed to further analyze plenty of trust values obtained via fuzzy trust evaluation or trust recommendation. It can discover the commonalities and differences among sensor nodes while improving the accuracy of outlier detection. Finally, we present an evolutionary game based secure clustering protocol to achieve a trade-off between security assurance and energy saving for sensor nodes when electing for the cluster heads. A sensor node which failed to be the cluster head can securely choose its own head by isolating the suspicious nodes. Simulation results verify that our secure clustering protocol can effectively defend the network against the attacks from internal selfish or compromised nodes. Correspondingly, the timely data transfer rate can be improved significantly.

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