A multi-objective Roadside Units deployment strategy based on reliable coverage analysis in Internet of Vehicles

被引:0
|
作者
Huo, Yan [1 ]
Yang, Ruixue [1 ]
Jing, Guanlin [2 ]
Wang, Xiaoxuan [1 ]
Mao, Jian [3 ]
机构
[1] Beijing Jiaotong Univ, Sch Elect & Informat Engn, Beijing 100044, Peoples R China
[2] Shandong Univ, Sch Comp Sci & Technol, Qingdao 266200, Peoples R China
[3] Beihang Univ, Sch Cyber Sci & Technol, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
Cellular-Vehicle to Everything; Roadside unit deployment; Reliable coverage analysis; Multi-objective optimization; Evolutionary algorithm; DISSEMINATION;
D O I
10.1016/j.adhoc.2024.103630
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The deployment of Roadside Units (RSUs) in the Cellular-Vehicle to Everything enabled Internet of Vehicles is crucial for the transition from individual intelligence of vehicles to collective intelligence of vehicle-road collaboration. In this paper, we focus on improving the adaptability of RSU deployment to real scenarios, and optimizing deployment costs and vehicle-oriented service performance. The RSU deployment problem is modeled as a Multi-objective Optimization Problem (MOP), with a cost model integrating the purchase and installation costs, and a service-oriented Quality of Service (QoS) model adopting the total time the RSUs cover the vehicles as the evaluation metric. Specifically, we propose an RSU reliable coverage analysis method based on Packet Delivery Ratio model to estimate the coverage distances in different scenarios, which will be used in QoS calculation. Then, an evolutionary RSU deployment algorithm is designed to solve the MOP. The performance of the proposed method is simulated and discussed in real road network and dynamic scenarios. The results prove that our method outperforms the baseline method in terms of significant cost reduction and total coverage time improvement.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Dynamic Deployment of Mobile Roadside Units in Internet of Vehicles
    Abdel-Hakim, Alaa E.
    Deabes, Wael
    Bouazza, Kheir Eddine
    Hedar, Abdel-Rahman
    IEEE Access, 2024, 12 : 155534 - 155548
  • [2] A Multi-objective Optimization Approach for Roadside Unit Deployment Strategy in IoV
    Lin, Meihan
    Huo, Jie
    Wang, Luhan
    Yao, Guanyu
    Chen, Yawen
    Lu, Zhaoming
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [3] Dynamic Deployment of Road Side Units for Reliable Connectivity in Internet of Vehicles
    Almazroi, Abdulwahab Ali
    Qureshi, Muhammad Ahsan
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (01) : 189 - 194
  • [4] A Coordinated Charging Strategy for Electric Vehicles Based on Multi-objective Optimization
    Jiang, Ruoyu
    Zhang, Zhenyuan
    Li, Jian
    Zhang, Yuxin
    Huang, Qi
    PROCEEDINGS OF 2017 2ND INTERNATIONAL CONFERENCE ON POWER AND RENEWABLE ENERGY (ICPRE), 2017, : 823 - 827
  • [5] Optimal Deployment Strategy of Sensing Platform Based on Multi-Objective Genetic Algorithm
    Zeng, Bin
    Wei, Jun
    Zhang, Jing
    2008 INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, VOLS 1-4, 2008, : 35 - 40
  • [6] Multi-objective based deployment of throwboxes in Delay Tolerant Networks for the Internet of Things environment
    Poongodi Chinnasamy
    Siba Kumar Udgata
    Lalitha K
    Jeevanantham A
    Evolutionary Intelligence, 2021, 14 : 895 - 907
  • [7] Multi-objective based deployment of throwboxes in Delay Tolerant Networks for the Internet of Things environment
    Chinnasamy, Poongodi
    Udgata, Siba Kumar
    Lalitha, K.
    Jeevanantham, A.
    EVOLUTIONARY INTELLIGENCE, 2021, 14 (02) : 895 - 907
  • [8] Roadside infrastructure deployment scheme based on Internet of Vehicles information service demand
    Mao, Ming
    Yi, Peng
    Hu, Tao
    TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2023, 34 (01)
  • [9] A Multi-Objective Roadside Unit Deployment Model for an Urban Vehicular Ad Hoc Network
    Yu, Liangjie
    Zhang, Zihui
    Li, Jiajian
    Ma, Jing
    Wang, Yong
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2023, 12 (07)
  • [10] Multi-Objective Immune Algorithm for Internet of Vehicles for Data Offloading
    Gomathi, B.
    Suganthi, S. T.
    Prabhu, T. N.
    Kovalenko, Andriy
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2022, 34 (03): : 1851 - 1860