Deep learning-based denoise network for CSI feedback in FDD massive MIMO systems

H Ye, F Gao, J Qian, H Wang… - IEEE Communications …, 2020 - ieeexplore.ieee.org
… we first describe the model of the CSI feedback problem and then introduce the basic principle
of the existing DL-based CSI feedback algorithms. Afterwards, we illustrate … System Model …

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
… Section II describes the system model and the scenario of CSI feedback. … SYSTEM MODEL
We consider a FDD massive MIMO system … The whole FDD system has Nc sub-carriers. The …

Deep learning and compressive sensing-based CSI feedback in FDD massive MIMO systems

P Liang, J Fan, W Shen, Z Qin… - … on Vehicular Technology, 2020 - ieeexplore.ieee.org
… , users have to estimate the downlink CSI first and then feed it back to the BS [2]. When the …
the BS is large, the overhead for CSI feedback in FDD massive MIMO systems could be huge. …

Compressive sampled CSI feedback method based on deep learning for FDD massive MIMO systems

J Wang, G Gui, T Ohtsuki, B Adebisi… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… This paper proposed a SampleDL method for downlink CSI feedback in FDD massive MIMO
systems. By combing compressive sampling with NNs, the proposed method outperforms …

Downlink CSI feedback algorithm with deep transfer learning for FDD massive MIMO systems

J Zeng, J Sun, G Gui, B Adebisi… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… the downlink CSI feedback in FDD massive MIMO systems, … Moreover, to reduce the
requirement of a large training samples … downlink CSI feedback in FDD massive MIMO systems

Deep autoencoder based CSI feedback with feedback errors and feedback delay in FDD massive MIMO systems

Y Jang, G Kong, M Jung, S Choi… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
… We consider the massive MIMO system composed of a base station (BS) with Nt antennas
and a user equipment (UE) with Nr antennas. Following the spatially correlated physical …

Joint channel training and feedback for FDD massive MIMO systems

W Shen, L Dai, Y Shi, B Shim… - … on vehicular technology, 2015 - ieeexplore.ieee.org
MIMO channel matrix also renders precise CSI feedback an extremely challenging
problem [2]. To alleviate the overhead, several downlink pilot design and uplink CSI feedback

FDD massive MIMO without CSI feedback

D Han, J Park, N Lee - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
SYSTEM MODEL In this section, we explain an FDD massive MIMO system model where
the BS has 𝑁 antennas and there are 𝐾 users each with a single receive antenna. For ease of …

Fully convolutional neural network-based CSI limited feedback for FDD massive MIMO systems

G Fan, J Sun, G Gui, H Gacanin… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… and downlink channels in the FDD systems, many researchers have … In a FDD massive
MIMO system, the partial channel … basis for DL-based limited feedback. The DL-based limited …

ELM-based superimposed CSI feedback for FDD massive MIMO system

C Qing, B Cai, Q Yang, J Wang, C Huang - IEEE Access, 2020 - ieeexplore.ieee.org
… duplexing (FDD) mode, the reciprocity-based downlink CSI is not … Thus, the downlink CSI
in FDD massive MIMO system should … CSI feedback method effectively reduces the feedback