SDN-Based Secure and Privacy-Preserving Scheme for Vehicular Networks: A 5G Perspective

被引:101
作者
Garg, Sahil [1 ]
Kaur, Kuljeet [1 ]
Kaddoum, Georges [1 ]
Ahmed, Syed Hassan [2 ]
Jayakody, Dushantha Nalin K. [3 ,4 ]
机构
[1] Univ Quebec, Ecole Technol Super, Elect Engn Dept, Montreal, PQ H3C 1K3, Canada
[2] Georgia Southern Univ, Dept Comp Sci, Statesboro, GA 30460 USA
[3] Sch Postgrad Studies & Res, Sri Lanka Technol Campus, Padukka 10500, Sri Lanka
[4] Natl Res Tomsk Polytech Univ, Sch Comp Sci & Robot, Tomsk 634050, Russia
关键词
Autonomous vehicles; software defined networking; 5G; intelligent transportation system; intrusion detection; mutual authentication; elliptic curve cryptography; fuzzy C-means clustering; INTRUSION DETECTION; AUTHENTICATION SCHEME; EFFICIENT; COMMUNICATION; ENVIRONMENT; FRAMEWORK;
D O I
10.1109/TVT.2019.2917776
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The ever-increasing demands of vehicular networks pose significant challenges such as availability, computation complexity, security, trust, authentication, etc. This becomes evenmore complicated for high-speed moving vehicles. As a result, increasing the capacity of these networks has been attracting considerable awareness. In this regard, the next generation of cellular networks, 5G, is expected to be a promising solution enabling high data rates, capacity, and quality of service as well as low latency communications. However, 5G networks still face challenges in providing ubiquitous and reliable connections among high-speed vehicles. Thus, to overcome the gaps in the existing solutions, we propose a software defined network (SDN)-based consolidated framework providing end-to-end security and privacy in 5G enabled vehicular networks. The framework simplifies networkmanagement through SDN, while achieving optimized network communications. It operates in two phases: first, an elliptic curve cryptographic based authentication protocol is proposed to mutually authenticate the cluster heads and certificate authority in SDN-based vehicular setups, and, second, an intrusion detectionmodule supported by tensor based dimensionality reduction is designed to reduce the computational complexity and identify the potential intrusions in the network. In order to assess the performance of the proposed framework, an extensive evaluation is performed on three simulators; NS3, SUMO, and SPAN. To harness the potential benefits of the proposed model, the first module, is evaluated on the basis of security features, whereas the second module is evaluated, and compared with the existing state-of-the-art models, on the basis of detection rate, false positive rate, accuracy, detection time, and communication overhead. The simulation results indicate the superiority of the proposed framework as compared to the existing models.
引用
收藏
页码:8421 / 8434
页数:14
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