A tutorial on environment-aware communications via channel knowledge map for 6G

Y Zeng, J Chen, J Xu, D Wu, X Xu, S **… - … surveys & tutorials, 2024 - ieeexplore.ieee.org
Sixth-generation (6G) mobile communication networks are expected to have dense
infrastructures, large antenna size, wide bandwidth, cost-effective hardware, diversified …

Deep-learning-based radio map reconstruction for V2X communications

S Roger, M Brambilla, BC Tedeschini… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Radio environment map (REM) reconstruction based on large-scale channel measurements
is a promising technology for future mobility services involving vehicle-to-everything (V2X) …

A graph neural network based radio map construction method for urban environment

G Chen, Y Liu, T Zhang, J Zhang… - IEEE Communications …, 2023 - ieeexplore.ieee.org
Radio maps can enhance the capability of wireless sensor networks and improve the
efficiency of spectrum utilization. However, the construction of an accurate radio map in the …

UAV-aided radio map construction exploiting environment semantics

W Liu, J Chen - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
This paper constructs a full dimensional (6D) radio map to predict the channel gain between
any transmitter location and any receiver location based on received signal strength (RSS) …

Constructing 4d radio map in leo satellite networks with limited samples

H Yuan, Z Chen, Z Lin, J Peng, Y Zhong, X Hu… - arxiv preprint arxiv …, 2025 - arxiv.org
Recently, Low Earth Orbit (LEO) satellite networks (ie, non-terrestrial network (NTN)), such
as Starlink, have been successfully deployed to provide broader coverage than terrestrial …