Search Results for author: Guanghua Yang

Found 5 papers, 1 papers with code

Variational Bayesian Learning based Joint Localization and Channel Estimation with Distance-dependent Noise

no code implementations6 Mar 2024 Yunfei Li, Yiting Luo, Weiqiang Tan, ChunGuo Li, Shaodan Ma, Guanghua Yang

In this study, we address a joint localization and channel estimation problem encompassing distance-dependent noise, unknown channel parameters, and uncertainties in sensor node locations.

Variational Bayesian Learning Based Localization and Channel Reconstruction in RIS-aided Systems

no code implementations2 Mar 2024 Yunfei Li, Yiting Luo, Xianda Wu, Zheng Shi, Shaodan Ma, Guanghua Yang

As opposed to existing works that treat channel estimation and localization independently, this paper exploits the intrinsic coupling and nonlinear relationships between the channel parameters and user location for enhancement of both localization and channel reconstruction.

A Low-Overhead Incorporation-Extrapolation based Few-Shot CSI Feedback Framework for Massive MIMO Systems

no code implementations7 Dec 2023 Binggui Zhou, Xi Yang, Jintao Wang, Shaodan Ma, Feifei Gao, Guanghua Yang

Accurate channel state information (CSI) is essential for downlink precoding at the base station (BS), especially for frequency FDD wideband massive MIMO systems with OFDM.

Data Augmentation

Pay Less But Get More: A Dual-Attention-based Channel Estimation Network for Massive MIMO Systems with Low-Density Pilots

2 code implementations2 Mar 2023 Binggui Zhou, Xi Yang, Shaodan Ma, Feifei Gao, Guanghua Yang

To further improve the estimation accuracy, we propose a parameter-instance transfer learning approach to transfer the channel knowledge learned from the high-density pilots pre-acquired during the training dataset collection period.

Transfer Learning

Natural Language Processing for Smart Healthcare

no code implementations19 Oct 2021 Binggui Zhou, Guanghua Yang, Zheng Shi, Shaodan Ma

Smart healthcare has achieved significant progress in recent years.

Management

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