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Emerging 6G industrial networks envision autonomous in-X subnetworks to support efficient and cost-effective short range, localized connectivity for autonomous control operations. Supporting timely transmission of event-driven, critical…

Networking and Internet Architecture · Computer Science 2025-06-16 Samira Abdelrahman , Hossam Farag , Gilberto Berardinelli

Vehicle-to-Infrastructure (V2I) communication is becoming critical for the enhanced reliability of autonomous vehicles (AVs). However, the uncertainties in the road-traffic and AVs' wireless connections can severely impair timely…

Machine Learning · Computer Science 2022-08-05 Zijiang Yan , Hina Tabassum

Vehicular communications, referring to information exchange among vehicles, pedestrians, and infrastructures, have become very popular and been widely studied recently due to its great potential to support intelligent transportation and…

Computers and Society · Computer Science 2017-08-01 Haixia Peng , Le Liang , Xuemin Shen , Geoffrey Ye Li

Handling the tremendous amount of network data, produced by the explosive growth of mobile traffic volume, is becoming of main priority to achieve desired performance targets efficiently. Opportunistic communication such as FloatingContent…

Machine Learning · Statistics 2018-10-25 Gaetano Manzo , Juan Sebastian Otálora Montenegro , Gianluca Rizzo

The paper tailors the so-called wave-based control popular in the field of flexible mechanical structures to the field of distributed control of vehicular platoons. The proposed solution augments the symmetric bidirectional control…

Systems and Control · Computer Science 2014-09-11 Dan Martinec , Ivo Herman , Zdeněk Hurák , Michael Šebek

Automated vehicle (AV) platooning has the potential to improve the safety, operational, and energy efficiency of surface transportation systems by limiting or eliminating human involvement in the driving tasks. The theoretical validity of…

As a typical vehicle-cyber-physical-system (V-CPS), connected automated vehicles attracted more and more attention in recent years. This paper focuses on discussing the decision-making (DM) strategy for autonomous vehicles in a connected…

Signal Processing · Electrical Eng. & Systems 2020-07-20 Teng Liu , Xiaolin Tang , Jinwei Zhang , Wenbo Li , Zejian Deng , Yalian Yang

With the development of internet of vehicles, platooning strategy has been widely studied as the potential approach to ensure the safety of autonomous driving. Vehicles in the form of platoon adopt 802.11p to exchange messages through…

Signal Processing · Electrical Eng. & Systems 2022-08-03 Qiong Wu , Yu Zhao , Qiang Fan

Vehicle platooning, one of the advanced services supported by 5G NR-V2X, improves traffic efficiency in the connected intelligent transportation systems (C-ITSs). However, the packet delivery ratio of platoon communication, especially in…

Networking and Internet Architecture · Computer Science 2021-05-04 Liu Cao , Hao Yin

In this paper, we develop a decentralized resource allocation mechanism for vehicle-to-vehicle (V2V) communications based on deep reinforcement learning, which can be applied to both unicast and broadcast scenarios. According to the…

Information Theory · Computer Science 2018-05-21 Hao Ye , Geoffrey Ye Li , Biing-Hwang Fred Juang

This paper focuses on discovering the impact of communication mode allocation on communication efficiency in the vehicle communication networks. To be specific, Markov decision process and reinforcement learning are applied to establish an…

Networking and Internet Architecture · Computer Science 2024-08-06 Shiwen He , Kanghong Chen , Shiyue Huang , Wei Huang , Zhenyu An

Offloading time-sensitive, computationally intensive tasks-such as advanced learning algorithms for autonomous driving-from vehicles to nearby edge servers, vehicle-to-infrastructure (V2I) systems, or other collaborating vehicles via…

Networking and Internet Architecture · Computer Science 2024-08-08 Nazish Tahir , Ramviyas Parasuraman , Haijian Sun

Recently millimeter-wave bands have been postulated as a means to accommodate the foreseen extreme bandwidth demands in vehicular communications, which result from the dissemination of sensory data to nearby vehicles for enhanced…

Networking and Internet Architecture · Computer Science 2018-12-11 Cristina Perfecto , Javier Del Ser , Mehdi Bennis

Efficient data transmission scheduling within vehicular environments poses a significant challenge due to the high mobility of such networks. Contemporary research predominantly centers on crafting cooperative scheduling algorithms tailored…

Machine Learning · Computer Science 2024-07-02 Youhua Xia , Tiehua Zhang , Jiong Jin , Ying He , Fei Yu

The impact of Vehicle-to-Everything (V2X) communications on platoon control performance is investigated. Platoon control is essentially a sequential stochastic decision problem (SSDP), which can be solved by Deep Reinforcement Learning…

Systems and Control · Electrical Eng. & Systems 2022-03-30 Lei Lei , Tong Liu , Kan Zheng , Lajos Hanzo

Vehicular networks, an enabling technology for Intelligent Transportation System (ITS), smart cities, and autonomous driving, can deliver numerous on-board data services, e.g., road-safety, easy navigation, traffic efficiency, comfort…

Information Theory · Computer Science 2020-08-26 Md. Noor-A-Rahim , Zilong Liu , Haeyoung Lee , G. G. Md. Nawaz Ali , Dirk Pesch , Pei Xiao

In this letter, an age of information (AoI)-aware transmission power and resource block (RB) allocation technique for vehicular communication networks is proposed. Due to the highly dynamic nature of vehicular networks, gaining a prior…

Networking and Internet Architecture · Computer Science 2019-12-18 Mohamed K. Abdel-Aziz , Sumudu Samarakoon , Mehdi Bennis , Walid Saad

Platooning of connected and autonomous vehicles (CAVs) plays a vital role in modernizing highways, ushering in enhanced efficiency and safety. This paper explores the significance of platooning in smart highways, employing a coupled partial…

Machine Learning · Computer Science 2024-05-06 Yichuan Zou , Li Jin , Xi Xiong

Platooning involves a set of vehicles moving in a cooperative fashion at equal inter-vehicular distances. Taking advantage of wireless communication technology, this paper aims to show the impact of network protocols on a platoon using a…

Networking and Internet Architecture · Computer Science 2019-05-08 Sanket Partani , Andreas Weinand , Hans D. Schotten

This article presents a distributed solution to autonomous quality of service provision in cognitive radio networks. Specifically, cognitive STDMA and CDMA communication networks are studied. Based on asynchronous weak commitment search the…

Networking and Internet Architecture · Computer Science 2014-03-18 Shabnam Sodagari