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Intelligent massive MIMO systems for beyond 5G networks: An overview and future trends
Machine learning (ML) which is a subset of artificial intelligence is expected to unlock the
potential of challenging large-scale problems in conventional massive multiple-input …
potential of challenging large-scale problems in conventional massive multiple-input …
Overview of deep learning-based CSI feedback in massive MIMO systems
Many performance gains achieved by massive multiple-input and multiple-output depend on
the accuracy of the downlink channel state information (CSI) at the transmitter (base station) …
the accuracy of the downlink channel state information (CSI) at the transmitter (base station) …
Application of reinforcement learning and deep learning in multiple-input and multiple-output (MIMO) systems
The current wireless communication infrastructure has to face exponential development in
mobile traffic size, which demands high data rate, reliability, and low latency. MIMO systems …
mobile traffic size, which demands high data rate, reliability, and low latency. MIMO systems …
TransNet: Full attention network for CSI feedback in FDD massive MIMO system
Y Cui, A Guo, C Song - IEEE Wireless Communications Letters, 2022 - ieeexplore.ieee.org
Channel state information (CSI) is a key aspect of massive multi-input multi-output (MIMO)
system. It depicts important properties of transmission channels such as scattering, fading …
system. It depicts important properties of transmission channels such as scattering, fading …
Dilated convolution based CSI feedback compression for massive MIMO systems
Although the frequency-division duplex (FDD) massive multiple-input multiple-output (MIMO)
system can offer high spectral and energy efficiency, it requires to feedback the downlink …
system can offer high spectral and energy efficiency, it requires to feedback the downlink …
CLNet: Complex input lightweight neural network designed for massive MIMO CSI feedback
The Massive Multiple Input Multiple Output (MIMO) system is a core technology of the next
generation communication. With the growing complexity of CSI, CSI feedback in massive …
generation communication. With the growing complexity of CSI, CSI feedback in massive …
Deep learning-based CSI feedback for beamforming in single-and multi-cell massive MIMO systems
The potentials of massive multiple-input multiple-output (MIMO) are all based on the
available instantaneous channel state information (CSI) at the base station (BS). Therefore …
available instantaneous channel state information (CSI) at the base station (BS). Therefore …
Distributed deep convolutional compression for massive MIMO CSI feedback
Massive multiple-input multiple-output (MIMO) systems require downlink channel state
information (CSI) at the base station (BS) to achieve spatial diversity and multiplexing gains …
information (CSI) at the base station (BS) to achieve spatial diversity and multiplexing gains …
Compressive sampled CSI feedback method based on deep learning for FDD massive MIMO systems
Accurate downlink channel state information (CSI) is required to be fed back to the base
station (BS) in frequency division duplexing (FDD) massive multiple-input multiple-output …
station (BS) in frequency division duplexing (FDD) massive multiple-input multiple-output …
High dimensional channel estimation using deep generative networks
This paper presents a novel compressed sensing (CS) approach to high dimensional
wireless channel estimation by optimizing the input to a deep generative network. Channel …
wireless channel estimation by optimizing the input to a deep generative network. Channel …