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一种基于混合价格拍卖的安全路由协议,该协议在车载自组网中使用基于先进速度和余弦相似度的聚类来抵御黑洞攻击。

A Hybrid Price Auction-Based Secure Routing Protocol Using Advanced Speed and Cosine Similarity-Based Clustering against Sinkhole Attack in VANETs.

作者信息

Pramitarini Yushintia, Perdana Ridho Hendra Yoga, Tran Thong-Nhat, Shim Kyusung, An Beongku

机构信息

Departement of Software and Communications Engineering in Graduate School, Hongik University, Sejong City 30016, Korea.

Departement of Electronics and Computer Engineering in Graduate School, Hongik University, Sejong City 30016, Korea.

出版信息

Sensors (Basel). 2022 Aug 3;22(15):5811. doi: 10.3390/s22155811.

Abstract

In ad-hoc vehicle networks (VANETs), the random mobility causes the rapid network topology change, which leads to the challenge of the reliable data transmission. In this paper, we propose a hybrid-price auction-based secure routing (HPA-SR) protocol using advanced speed and cosine similarity-based (ASCS) clustering to establish a secure route to avoid sinkhole attacks and improve connectivity between nodes. The main features and contributions of the proposed HPA-SR protocol are as follows. First, the HPA-SR protocol is employed by the first- and second-price auctions to avoid sinkhole attacks. More specifically, using the Markov decision process (MDP), each node can select a kind of auction method to establish the secure route by avoiding the sinkhole attack. Second, the advanced speed cosine similarity clustering protocol that is considered as underlying structure is presented to improve the connectivity between nodes. The ASCS is constructed based on the cosine similarity and distance between nodes using the speed and direction of the nodes. The results of the performance show that the proposed HPA-SR protocol can establish the secure route avoiding the sinkhole attack while the proposed ASCS clustering can support the strong connectivity. Besides, the HPA-SR with ASCS protocol can show better performance than the benchmark protocol in terms of the routing delay, packet loss ratio, number of packet loss, and control overhead.

摘要

在自组织车载网络(VANETs)中,随机移动性导致网络拓扑快速变化,这给可靠数据传输带来了挑战。在本文中,我们提出了一种基于混合价格拍卖的安全路由(HPA-SR)协议,该协议使用基于速度和余弦相似度的高级聚类(ASCS)来建立安全路由,以避免陷洞攻击并改善节点之间的连通性。所提出的HPA-SR协议的主要特点和贡献如下。首先,HPA-SR协议采用第一价格拍卖和第二价格拍卖来避免陷洞攻击。更具体地说,使用马尔可夫决策过程(MDP),每个节点可以选择一种拍卖方法来通过避免陷洞攻击建立安全路由。其次,提出了被视为基础结构的高级速度余弦相似度聚类协议,以改善节点之间的连通性。ASCS基于节点的速度和方向,利用节点之间的余弦相似度和距离构建。性能结果表明,所提出的HPA-SR协议可以建立避免陷洞攻击的安全路由,而所提出的ASCS聚类可以支持强连通性。此外,在路由延迟、丢包率、丢包数量和控制开销方面,带有ASCS协议的HPA-SR比基准协议表现出更好的性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/52cc/9371163/09db0979c152/sensors-22-05811-g005.jpg

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