{"title":"GTMS:基于区块链技术的车联网门控线性单元信任管理系统","authors":"Yong Kuang, Hongyun Xu, Rui Jiang, Zhikang Liu","doi":"10.1109/TrustCom56396.2022.00015","DOIUrl":null,"url":null,"abstract":"As an essential branch of the Internet of Things (IoT), the Internet of Vehicles (IoV) provides users with efficiency and convenience for travel and is gradually replacing vehicle ad hoc network (VANET) as an integral component of intelligent transportation systems. However, due to the rapidly changing network topology and various communication capabilities, the IoV is confronted with more complex network security risks than IoT, such as trust and reputation. To prevent dishonest or malicious nodes from interfering with the IoV communication, we have proposed a Gated Linear Unit (GLU) based trust management system (GTMS) with blockchain in this paper. In the GTMS, the trust level of the node is dynamically adjusted to each message sent, which utilizes the GLU network model with hybrid trust feature extraction to calculate the value instead of a fixed formula. In addition, we design a method based on the blockchain for storing the global trust value. Road Side Units (RSUs) record the trust level adjustment with the modified blockchain technology, which customizes mining difficulty according to the node’s condition. The experimental results demonstrate that the proposed GTMS can detect malicious nodes among the road simulation with greater accuracy than the state-of-the-art method.","PeriodicalId":276379,"journal":{"name":"2022 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"GTMS: A Gated Linear Unit Based Trust Management System for Internet of Vehicles Using Blockchain Technology\",\"authors\":\"Yong Kuang, Hongyun Xu, Rui Jiang, Zhikang Liu\",\"doi\":\"10.1109/TrustCom56396.2022.00015\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"As an essential branch of the Internet of Things (IoT), the Internet of Vehicles (IoV) provides users with efficiency and convenience for travel and is gradually replacing vehicle ad hoc network (VANET) as an integral component of intelligent transportation systems. However, due to the rapidly changing network topology and various communication capabilities, the IoV is confronted with more complex network security risks than IoT, such as trust and reputation. To prevent dishonest or malicious nodes from interfering with the IoV communication, we have proposed a Gated Linear Unit (GLU) based trust management system (GTMS) with blockchain in this paper. In the GTMS, the trust level of the node is dynamically adjusted to each message sent, which utilizes the GLU network model with hybrid trust feature extraction to calculate the value instead of a fixed formula. In addition, we design a method based on the blockchain for storing the global trust value. Road Side Units (RSUs) record the trust level adjustment with the modified blockchain technology, which customizes mining difficulty according to the node’s condition. The experimental results demonstrate that the proposed GTMS can detect malicious nodes among the road simulation with greater accuracy than the state-of-the-art method.\",\"PeriodicalId\":276379,\"journal\":{\"name\":\"2022 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)\",\"volume\":\"9 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/TrustCom56396.2022.00015\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/TrustCom56396.2022.00015","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
车联网(IoV)作为物联网(IoT)的重要分支,为用户提供高效、便捷的出行方式,正逐步取代车辆自组网(VANET)成为智能交通系统的重要组成部分。然而,由于网络拓扑结构的快速变化和通信能力的多样化,车联网面临着比物联网更复杂的网络安全风险,如信任和声誉。为了防止不诚实或恶意节点干扰车联网通信,本文提出了一种基于区块链的门控线性单元(GLU)信任管理系统(GTMS)。在GTMS中,节点的信任级别根据发送的每条消息动态调整,利用混合信任特征提取的GLU网络模型来计算其值,而不是固定的公式。此外,我们设计了一种基于区块链的方法来存储全局信任值。路侧单位(Road Side Units, rsu)使用修改后的区块链技术记录信任级别的调整,根据节点的情况定制挖矿难度。实验结果表明,与现有方法相比,该方法能够较准确地检测出道路仿真中的恶意节点。
GTMS: A Gated Linear Unit Based Trust Management System for Internet of Vehicles Using Blockchain Technology
As an essential branch of the Internet of Things (IoT), the Internet of Vehicles (IoV) provides users with efficiency and convenience for travel and is gradually replacing vehicle ad hoc network (VANET) as an integral component of intelligent transportation systems. However, due to the rapidly changing network topology and various communication capabilities, the IoV is confronted with more complex network security risks than IoT, such as trust and reputation. To prevent dishonest or malicious nodes from interfering with the IoV communication, we have proposed a Gated Linear Unit (GLU) based trust management system (GTMS) with blockchain in this paper. In the GTMS, the trust level of the node is dynamically adjusted to each message sent, which utilizes the GLU network model with hybrid trust feature extraction to calculate the value instead of a fixed formula. In addition, we design a method based on the blockchain for storing the global trust value. Road Side Units (RSUs) record the trust level adjustment with the modified blockchain technology, which customizes mining difficulty according to the node’s condition. The experimental results demonstrate that the proposed GTMS can detect malicious nodes among the road simulation with greater accuracy than the state-of-the-art method.