Network under Control: Multi-Vehicle E2E Measurements for AI-based QoS Prediction

Alexandros Palaios,Philipp Geuer,Jochen Fink,Daniel F. Külzer,Fabian Göttsch,Martin Kasparick,Daniel Schäufele,Rodrigo Hernangómez,Sanket Partani,Raja Sattiraju,Atul Kumar,Friedrich Burmeister,Andreas Weinand,Christian Vielhaus,Frank H. P. Fitzek,Gerhard Fettweis,Hans D. Schotten,Sławomir Stańczak

2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)（2021）

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摘要

In the future, mobility use cases will depend on precise predictions, with Quality of Service (QoS) prediction being a prominent example. This paper presents realistic measurements from today’s vehicles to support robust QoS prediction in the future. Based on a dedicated and controlled measurement campaign, we highlight aspects of the wireless environment and the device characteristics, like the s...

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关键词

Wireless communication,Training,Uncertainty,Shape,Heuristic algorithms,Quality of service,Prediction algorithms

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