CVLNet: A complex-valued lightweight network for CSI feedback

H Li, B Zhang, H Chang, X Liang… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
The deep learning-based (DL-based) channel state information (CSI) feedback in the
frequency division duplexing (FDD) massive multiple-input multiple-output (MIMO) system …

DS-NLCsiNet: Exploiting non-local neural networks for massive MIMO CSI feedback

X Yu, X Li, H Wu, Y Bai - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
Channel state information (CSI) feedback plays an important part in frequency division
duplex (FDD) massive multiple-input multiple-output (MIMO) systems. However, it is still …

SALDR: Joint self-attention learning and dense refine for massive MIMO CSI feedback with multiple compression ratio

X Song, J Wang, J Wang, G Gui… - IEEE wireless …, 2021 - ieeexplore.ieee.org
The advantages of massive multiple-input multiple-output (MIMO) techniques depend
heavily on the accuracy of channel state information (CSI). In frequency division duplexing …

A novel compression CSI feedback based on deep learning for FDD massive MIMO systems

Y Wang, Y Zhang, J Sun, G Gui… - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
Accurate channel state information (CSI) is necessary for frequency-division duplexing
(FDD) massive multi-input multi-output (MIMO) systems. Existing deep learning-based CSI …

Deep decoder CsiNet for FDD massive MIMO system

A Chakma, SS Alam, MH Rahman… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
In order to achieve a higher gain in frequency division duplex (FDD) massive multiple-input
multiple-output (MIMO) system, it is imperative to feedback downlink channel state …

Better lightweight network for free: Codeword mimic learning for massive MIMO CSI feedback

Z Lu, X Zhang, R Zeng, J Wang - IEEE Communications Letters, 2023 - ieeexplore.ieee.org
The channel state information (CSI) needs to be fed back from the user equipment (UE) to
the base station (BS) in frequency division duplexing (FDD) multiple-input multiple-output …

Binary neural network aided CSI feedback in massive MIMO system

Z Lu, J Wang, J Song - IEEE Wireless Communications Letters, 2021 - ieeexplore.ieee.org
In massive multiple-input multiple-output (MIMO) system, channel state information (CSI) is
essential for the base station (BS) to achieve high performance gain. The CSI matrix needs …

CSI feedback based on deep learning for massive MIMO systems

Y Liao, H Yao, Y Hua, C Li - IEEE Access, 2019 - ieeexplore.ieee.org
Aiming at the problem of high complexity and low feedback accuracy of existing channel
state information (CSI) feedback algorithms for frequency-division duplexing (FDD) massive …

Deep learning-based CSI feedback approach for time-varying massive MIMO channels

T Wang, CK Wen, S Jin, GY Li - IEEE Wireless …, 2018 - ieeexplore.ieee.org
Massive multiple-input multiple-output (MIMO) systems rely on channel state information
(CSI) feedback to perform precoding and achieve performance gain in frequency division …

Multi-rate compression for downlink CSI based on transfer learning in FDD massive MIMO systems

Y Wang, J Sun, J Wang, J Yang… - 2021 IEEE 94th …, 2021 - ieeexplore.ieee.org
Accurate downlink channel state information (CSI) is one of the essential requirements for
harnessing the potential advantages of frequency-division duplexing (FDD) massive multi …