Towards Resilient and Secure Cooperative Behavior of Intelligent Transportation System Using Sensor Technologies

被引:7
|
作者
Rehman, Amjad [1 ]
Haseeb, Khalid [2 ]
Saba, Tanzila [1 ]
Lloret, Jaime [3 ,4 ]
Ahmed, Zara [1 ,5 ]
机构
[1] Prince Sultan Univ, CCIS, Artificial Intelligence & Data Analyt Lab (AIDA, Riyadh 11586, Saudi Arabia
[2] Islamia Coll Peshawar, Dept Comp Sci, Peshawar 25000, Pakistan
[3] Univ Politen Valencia, Inst Invest Gest Integrada Zonas Costeras, Valencia 46022, Spain
[4] Staffordshire Univ, Sch Comp & Digital Technol, Stoke On Trent ST4 2DE, Staffs, England
[5] Univ Southampton, Fac Engn & Phys Sci, Southampton SO17 1BJ, Hants, England
关键词
Routing; Vehicular ad hoc networks; Transportation; Routing protocols; Intelligent sensors; Wireless sensor networks; Security; Intelligent transportation system; resilient systems; machine learning; vehicle sensors; technological development; ROUTING PROTOCOL; COMPREHENSIVE SURVEY; ARCHITECTURE; CHALLENGES; ALGORITHM; SERVICES; NETWORK; PRIVACY; TIME;
D O I
10.1109/JSEN.2022.3152808
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
Internet of things (IoT) connects heterogeneous physical objects to collect the observing data and eases to development of smart transmission systems. Vehicular ad hoc network (VANET) offers many smart services for emerging vehicle-to-vehicle communication systems using sensors. Although, geographical routing solutions have been improved the process of neighbor finding and inter-related vehicle sensors. However, due to the high mobility and realistic environment, reliability and data continuity among data routing are essential for emerging transportation systems. Also, the vehicles are communicating on unrestrained and exposed wireless mediums, thus they are more visible to security threats and compromised data for unauthorized usages. In this paper, we proposed a resilient and secure cooperative intelligent transportation system (RS-ITS) using sensor technologies to optimize route discovery with minimum communication failures. RS-ITS makes use of the roadside unit (RSU) as an intelligent agent using machine learning techniques to predict the finest routes and maintain nominal overheads. It also secures the vehicular network against vulnerabilities and ensures reliable propagation of messages between vehicles and RSUs. The proposed model is tested using simulations for varying data sizes and vehicles, which indicates improved performance for delivery ratio by 17%, data delay by 40%, energy consumption by 22%, routes in-continuity by 17%, network overheads by 27%, and malicious attacks by 43% as compared to other schemes.
引用
收藏
页码:7352 / 7360
页数:9
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