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PRB-Level Channel Power Estimation Using Deep Learning for Robust CQI Reporting in 5G and Beyond

Accurate channel quality indicator (CQI) reporting is essential for link adaptation in 5G and beyond networks, but in practical receivers it is inferred and strongly affected by channel-estimation quality. While least-squares (LS) estimation is computationally efficient, achieving minimum mean-squar...

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Principais autores: Bhaskar Banerjee, Zaheer Khan, Janne J. Lehtomaki
Format: Artigo
Sprog:Inglês
Udgivet: IEEE 2026-01-01
Serier:IEEE Access
Fag:
5G NR
channel quality indicator (CQI)
channel estimation
convolutional neural network (CNN)
LMMSE
link adaptation
Online adgang:https://ieeexplore.ieee.org/document/11568730/
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