DFECsiNet: Exploiting diverse channel features for massive MIMO CSI feedback

Y Xu, M Zhao, S Zhang, H Jin - 2021 13th International …, 2021 - ieeexplore.ieee.org
To enhance the performance of a massive multiple-input multiple-output (MIMO) system,
downlink channel state information (CSI) should be fed back to the base station (BS) in …

Swin Transformer-Based CSI Feedback for Massive MIMO

J Cheng, W Chen, J Xu, Y Guo, L Li… - 2023 IEEE 23rd …, 2023 - ieeexplore.ieee.org
For massive multiple-input multiple-output systems in the frequency division duplex (FDD)
mode, accurate downlink channel state information (CSI) is required at the base station (BS) …

AI-enhanced codebook-based CSI feedback in FDD massive MIMO

J Guo, CK Wen, M Chen, S Jin - 2021 IEEE 94th Vehicular …, 2021 - ieeexplore.ieee.org
In frequency-division duplexing systems, the downlink channel state information (CSI)
should be fed back through an uplink transmission to reap the benefits of the massive …

MRFNet: A deep learning-based CSI feedback approach of massive MIMO systems

Z Hu, J Guo, G Liu, H Zheng… - IEEE Communications …, 2021 - ieeexplore.ieee.org
In frequency division duplex (FDD) networks, channel state information (CSI) is critical for
massive multiple-input multiple-output (MIMO) systems, because the base station (BS) relies …

Knowledge-distillation-aided lightweight neural network for massive MIMO CSI feedback

H Tang, J Guo, M Matthaiou, CK Wen… - 2021 IEEE 94th …, 2021 - ieeexplore.ieee.org
In massive multiple-input multiple-output (MIMO) systems, channel state information (CSI) is
required by the base station (BS) to achieve high-performance gains. In frequency division …

Global-Local Features Reconstruction Network for FDD Massive MIMO CSI Feedback

Y Tan, W Tan, J Guo, Z Shi - IEEE Wireless Communications …, 2024 - ieeexplore.ieee.org
The channel state information (CSI) plays a pivotal role in realizing precoding design and
signal detection for multiple-input multiple-output (MIMO) systems. However, a large number …

Machine learning enhanced CSI acquisition and training strategy for FDD massive MIMO

N Song, T Yang - 2021 IEEE wireless communications and …, 2021 - ieeexplore.ieee.org
Massive Multiple Input Multiple Output (MIMO) is able to boost the system throughput. A key
challenge is a large overhead of Channel State Information (CSI) feedback with the …

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 …

Multi-resolution CSI feedback with deep learning in massive MIMO system

Z Lu, J Wang, J Song - ICC 2020-2020 IEEE international …, 2020 - ieeexplore.ieee.org
In massive multiple-input multiple-output (MIMO) system, user equipment (UE) needs to
send downlink channel state information (CSI) back to base station (BS). However, the …

Deep transfer learning for 5G massive MIMO downlink CSI feedback

J Zeng, Z He, J Sun, B Adebisi… - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
Acquisition of downlink channel state information (CSI) is an important procedure performed
at the base station (BS) for high quality wireless communication in frequency division …