|国家预印本平台
首页|Teleoperating Autonomous Vehicles over Commercial 5G Networks: Are We There Yet?

Teleoperating Autonomous Vehicles over Commercial 5G Networks: Are We There Yet?

Teleoperating Autonomous Vehicles over Commercial 5G Networks: Are We There Yet?

来源:Arxiv_logoArxiv
英文摘要

Remote driving, or teleoperating Autonomous Vehicles (AVs), is a key application that emerging 5G networks aim to support. In this paper, we conduct a systematic feasibility study of AV teleoperation over commercial 5G networks from both cross-layer and end-to-end (E2E) perspectives. Given the critical importance of timely delivery of sensor data, such as camera and LiDAR data, for AV teleoperation, we focus in particular on the performance of uplink sensor data delivery. We analyze the impacts of Physical Layer (PHY layer) 5G radio network factors, including channel conditions, radio resource allocation, and Handovers (HOs), on E2E latency performance. We also examine the impacts of 5G networks on the performance of upper-layer protocols and E2E application Quality-of-Experience (QoE) adaptation mechanisms used for real-time sensor data delivery, such as Real-Time Streaming Protocol (RTSP) and Web Real Time Communication (WebRTC). Our study reveals the challenges posed by today's 5G networks and the limitations of existing sensor data streaming mechanisms. The insights gained will help inform the co-design of future-generation wireless networks, edge cloud systems, and applications to overcome the low-latency barriers in AV teleoperation.

Rostand A. K. Fezeu、Jason Carpenter、Rushikesh Zende、Sree Ganesh Lalitaditya Divakarla、Nitin Varyani、Faaiq Bilal、Steven Sleder、Nanditha Naik、Duncan Joly、Eman Ramadan、Ajay Kumar Gurumadaiah、Zhi-Li Zhang

无线通信自动化技术、自动化技术设备

Rostand A. K. Fezeu,Jason Carpenter,Rushikesh Zende,Sree Ganesh Lalitaditya Divakarla,Nitin Varyani,Faaiq Bilal,Steven Sleder,Nanditha Naik,Duncan Joly,Eman Ramadan,Ajay Kumar Gurumadaiah,Zhi-Li Zhang.Teleoperating Autonomous Vehicles over Commercial 5G Networks: Are We There Yet?[EB/OL].(2025-07-27)[2025-08-10].https://arxiv.org/abs/2507.20438.点此复制

评论