Narrow band of vehicular things communication system using hybrid pelican-beetle swarm optimization approach for intelligent transportation system

IF 5.8 2区 计算机科学 Q1 TELECOMMUNICATIONS
M. Vinodhini, Sujatha Rajkumar
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引用次数: 0

Abstract

Congestion is caused by the continually expanding number of vehicles worldwide. Intelligent Transportation Systems (ITSs) could be used to build a system that efficiently uses the existing infrastructure and current technological advancements. Several Vehicular applications use the restricted vehicle battery in V2X systems, and a key concern is communication secrecy. Earlier research has focused on channel measurement, autonomous piloting, high-speed transmissions, secretive communications, and QoS analysis but battery-limited V2X has received far less attention. Therefore, resolving the abovementioned complications in the current model is imperative. Thus, a new V2X communication model is developed based on NB-IoT (NarrowBand Internet of Things) approaches. NB -IoT is utilized in the V2X communication model to offer low-cost, high-range, and minimal power to the communication environment. The objective of the proposed NarrowBand of Vehicular Things Communication (NBVTCS)System is to analyze the performance metrics of vehicular communication including energy efficiency rate with different SNR, bit error rate with different vehicular positions, and overall throughput of the system. The simulation was carried out to attain an effective energy efficiency rate, the system's transmit power, bit error rate, and overall system throughput. The proposed vehicular architecture also optimized the abovementioned vehicular metrics with the help of the proposed Hybrid Pelican Beetle Swarm Optimization (HPBSO) approach to achieve a higher accuracy in communication parameters. Finally, the simulation outcome demonstrates that the developed vehicular model is achieved with a minimal energy consumption rate and maximum throughput and also compares the proposed HPBSO technique with other optimization techniques including DOX, EFO, POA, and BSO.

采用鹈鹕-蜂群混合优化方法的窄带车载物联网通信系统用于智能交通系统
交通拥堵是全球车辆数量持续增长造成的。智能交通系统(ITS)可用于建立一个有效利用现有基础设施和当前技术进步的系统。一些车辆应用在 V2X 系统中使用受限的车辆电池,其中一个关键问题是通信保密。早期的研究主要集中在信道测量、自主驾驶、高速传输、保密通信和 QoS 分析等方面,但电池受限的 V2X 受到的关注要少得多。因此,解决目前模型中的上述复杂问题势在必行。因此,一种基于 NB-IoT(窄带物联网)方法的新型 V2X 通信模型应运而生。在 V2X 通信模型中使用 NB-IoT,可为通信环境提供低成本、高范围和最小功率。拟议的窄带车载物联网通信(NBVTCS)系统旨在分析车载通信的性能指标,包括不同信噪比下的能效比、不同车辆位置下的误码率以及系统的总体吞吐量。通过仿真获得了有效的能效比、系统发射功率、误码率和系统总体吞吐量。在混合鹈鹕甲虫群优化(HPBSO)方法的帮助下,拟议的车辆架构还对上述车辆指标进行了优化,以实现更高精度的通信参数。最后,仿真结果表明,所开发的车辆模型实现了最低能耗率和最大吞吐量,同时还将所提出的 HPBSO 技术与其他优化技术(包括 DOX、EFO、POA 和 BSO)进行了比较。
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来源期刊
Vehicular Communications
Vehicular Communications Engineering-Electrical and Electronic Engineering
CiteScore
12.70
自引率
10.40%
发文量
88
审稿时长
62 days
期刊介绍: Vehicular communications is a growing area of communications between vehicles and including roadside communication infrastructure. Advances in wireless communications are making possible sharing of information through real time communications between vehicles and infrastructure. This has led to applications to increase safety of vehicles and communication between passengers and the Internet. Standardization efforts on vehicular communication are also underway to make vehicular transportation safer, greener and easier. The aim of the journal is to publish high quality peer–reviewed papers in the area of vehicular communications. The scope encompasses all types of communications involving vehicles, including vehicle–to–vehicle and vehicle–to–infrastructure. The scope includes (but not limited to) the following topics related to vehicular communications: Vehicle to vehicle and vehicle to infrastructure communications Channel modelling, modulating and coding Congestion Control and scalability issues Protocol design, testing and verification Routing in vehicular networks Security issues and countermeasures Deployment and field testing Reducing energy consumption and enhancing safety of vehicles Wireless in–car networks Data collection and dissemination methods Mobility and handover issues Safety and driver assistance applications UAV Underwater communications Autonomous cooperative driving Social networks Internet of vehicles Standardization of protocols.
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