过去一年中添加的文章,按日期排序

Massive MIMO-FDD self-attention CSI feedback network for outdoor environments

L Wang, Y Cao, J Xiang, H Jiang, Y Zhong - Signal, Image and Video …, 2024 - Springer
72 天前 - … a novel neural network, SfNet. Based on visual analysis, the … enhance the
interpretability of the deep neural network. … more in line with our need to build a lightweight

Lightweight Differential Frameworks for CSI Feedback in Time-Varying Massive MIMO Systems

Y Zhang, X Zhang, Y Liu - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
182 天前 - convolutional kernels and deeper refine nets to … deep neural networks (DNN) in
refined nets and modifies more suitable activations to improve the performance of CSI feedback, …

Dig-CSI: A Distributed and Generative Model Assisted CSI Feedback Training Framework

Z Du, Z Liu, H Li, S Fan, X Gu… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
194 天前 - … ) acts as a distributed lightweight generator for dataset creation… 2) Neural network
training details: We implemented our … learning deployment for CSI feedback in massive MIMO

M-Net: A Lightweight Network Based on Multilayer Perceptron for Massive MIMO CSI Feedback

Y Yu, Y Tengl, B Wang, A Liu… - 2023 IEEE Globecom …, 2023 - ieeexplore.ieee.org
200 天前 - … Since then, a large number of convolutional neural network (CNN)-based … Li, “Clnet:
Complex input lightweight neural network designed for massive mimo csi feedback,” IEEE …

DiscoCSINet: Dissymmetric Convolution Neural Network for CSI Feedback in FDD Massive MIMO System

Y Yang, Y Xin, Z Lu, Y Lee, K Zhou… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
200 天前 - … an dissymmetric convolution neural network for CSI feedback (… convolution blocks
(Disco-Blocks) to address the CSI … Jin, “Lightweight convolutional neural networks for CSI

Frequency Division Sparse Neural Network for CSI Feedback in Massive MIMO Systems

C Wang, X Zhao, L He, T Peng… - … Conference on Intelligent …, 2023 - ieeexplore.ieee.org
224 天前 - convolution neural network (CNN)based frequency division method is proposed for
downlink CSI feedback … algorithms above are the lightweight networks with millions of FLOPs…

Mal-Net: multi-scale feature extraction and attention mechanism lightweight network for CSI feedback

J Song, H Chen, X Zhao, C Zhang… - … Algorithms and Signal …, 2023 - spiedigitallibrary.org
255 天前 - … of the CSI matrix increases, CSI feedback faces many challenges and limitations.
This paper proposes a neural network … the CSI feedback overhead in Massive MIMO systems. …

Lightweight neural network based SNIP for CSI feedback in massive MIMO

Y Cui, H Liu, F Xu, B Li, C Zhao - Electronics Letters, 2023 - Wiley Online Library
263 天前 - … CsiNet, a deep neural network framework, utilizes an autoencoder to efficiently
transmit … state information (CSI) in the feedback link, which reduces the cost of feedback, and …

MADNet: based on multiple attention and dilated convolution for CSI feedback

X Zhao, C Yang, C Wang… - … Conference on Automation …, 2023 - spiedigitallibrary.org
315 天前 - lightweight neural network MADNet for CSI feedback. The … Therefore, research on
Massive MIMO feedback technology … Y Li, “Convolutional neural network based multiple-rate …

Deep Learning Based CSI Feedback Method Exploiting Channel Correlation in Massive MIMO

J Yu, A Chen, W Xu - 2023 IEEE/CIC International Conference …, 2023 - ieeexplore.ieee.org
316 天前 - … In this paper, a deep learning based CSI feedback method is … accuracy of feedback
CSI with lightweight neural network. … Jin, and GY Li, “Convolutional neural networkbased …