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Proposed Intrusion Detection on ZRP based MANET by effective k-means clustering method of data mining

机译:基于数据挖掘的有效k均值聚类方法的基于ZRP的MANET的入侵检测建议

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Mobile Ad-Hoc Networks (MANET) consist of peer-to-peer infrastructure less communicating nodes that are highly dynamic. As a result, routing data becomes more challenging. Ultimately routing protocols for such networks face the challenges of random topology change, nature of the link (symmetric or asymmetric) and power requirement during data transmission. Under such circumstances both, proactive as well as reactive routing are usually inefficient. We consider, zone routing protocol (ZRP) that adds the qualities of the proactive (IARP) and reactive (IERP) protocols. In ZRP, an updated topological map of zone centered on each node, is maintained. Immediate routes are available inside each zone. In order to communicate outside a zone, a route discovery mechanism is employed. The local routing information of the zones helps in this route discovery procedure. In MANET security is always an issue. It is possible that a node can turn malicious and hamper the normal flow of packets in the MANET. In order to overcome such issue we have used a clustering technique to separate the nodes having intrusive behavior from normal behavior. We call this technique as effective k-means clustering which has been motivated from k-means. We propose to implement Intrusion Detection System on each node of the MANET which is using ZRP for packet flow. Then we will use effective k-means to separate the malicious nodes from the network. Thus, our Ad-Hoc network will be free from any malicious activity and normal flow of packets will be possible.
机译:移动自组织网络(MANET)由对等基础结构,通信量少,动态性强的节点组成。结果,路由数据变得更具挑战性。最终,用于此类网络的路由协议面临着随机拓扑变化,链路性质(对称或不对称)以及数据传输过程中的功率需求的挑战。在这种情况下,主动路由和被动路由通常都效率低下。我们考虑区域路由协议(ZRP),它增加了主动(IARP)和反应(IERP)协议的质量。在ZRP中,维护了以每个节点为中心的区域更新的拓扑图。在每个区域内都有直接的路线。为了在区域外进行通信,采用了路由发现机制。区域的本地路由信息有助于此路由发现过程。在MANET中,安全性始终是一个问题。节点可能会变得恶意并妨碍MANET中数据包的正常流动。为了克服这种问题,我们使用了聚类技术将具有侵入行为的节点与正常行为分开。我们称这种技术为有效的k均值聚类,它是由k均值驱动的。我们建议在使用ZRP进行数据包流的MANET的每个节点上实施入侵检测系统。然后,我们将使用有效的k均值将恶意节点与网络分离。因此,我们的Ad-Hoc网络将不受任何恶意活动的影响,并且可能会正常发送数据包。

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