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Intelligent 5G vehicular networks: an integration of DSRC and mmWave communications
conference contribution
posted on 2023-06-19, 09:44 authored by Zhengguo ShengZhengguo Sheng, Andreas Pressas, Victor Ocheri, Falah AliFalah Ali, Richard Rudd, Maziar NekoveeMaziar Nekovee5G heterogeneous wireless networks are believed to be an emerging and promising solution to meet growing demands posed by various vehicular telematics and infotainment applications. However, there are some challenges in designing a feasible and efficient 5G heterogeneous wireless network for pervasive vehicular connectivity, such as the complexity in the large-scale heterogeneous architecture and the dynamic nature of vehicular applications. In this paper, we propose an intelligent 5G heterogeneous wireless network architecture which includes a reinforcement learning (Q-learning)-based Dedicated Short Range Communication (DSRC) for Vehicle-to-Vehicle (V2V) and millimeter wave (mmWave) for Vehicle-to-Infrastructure (V2I) communications. Based on our findings, the goal is to develop essential vehicular connectivity management components and a situationally-aware central intelligent wireless optimizing unit to coordinate network selection for optimal vertical handoff decisions among these heterogeneous access radios. Performance evaluation supplemented by large scale simulation and field test are also provided to show our efforts in delivering our commitment.
Funding
Bionic communications and networking for connected vehicles; G2114; ROYAL SOCIETY; IE160920
History
Publication status
- Published
File Version
- Published version
Journal
Proceedings of The 9th International Conference on Information and Communication Technology Convergence (ICTC 2018)ISSN
2162-1233Publisher
Institute of Electrical and Electronics EngineersExternal DOI
Page range
571-576Event name
The 9th International Conference on Information and Communication Technology Convergence (ICTC 2018): 5G and beyond 5G workshopEvent location
Jeju Island, KoreaEvent type
conferenceEvent date
October 17 - October 19 2018ISBN
9781538650424Department affiliated with
- Engineering and Design Publications
Research groups affiliated with
- Communications Research Group Publications
Full text available
- No
Peer reviewed?
- Yes