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20242026
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eess.SP2026

Near-Field Wideband Channel Estimation for XL-MIMO Systems via Denoising Diffusion Model

Qingxia Feng, Yin Fang, Meng Hua +4

Extremely large-scale multiple-input multiple-output (XL-MIMO) is a key enabling technology for sixth-generation (6G) communication systems. Nevertheless, the increase in array ape…

eess.SP2026

Adaptive Structured Sparse Bayesian Learning for Near-Field Non-Stationary Channel Estimation in XL-MIMO Systems

Qingxia Feng, Pan Fang, Meng Hua +3

Extremely large-scale multiple-input multiple-output (XL-MIMO) is a key enabler for sixth-generation (6G) communications. However, near-field channel estimation is particularly cha…

eess.SP2026

JSSAnet: Theory-Guided Subchannel Partitioning and Joint Spatial Attention for Near-Field Channel Estimation

Zhiming Zhu, Shu Xu, Chunguo Li +2

The deployment of extremely large-scale antenna array (ELAA) in sixth-generation (6G) communication systems introduces unique challenges for efficient near-field channel estimation…

eess.SP2025

A Multi-Scale Spatial Attention Network for Near-field MIMO Channel Estimation

Zhiming Zhu, Shu Xu, Jiexin Zhang +3

The deployment of extremely large-scale array (ELAA) brings higher spectral efficiency and spatial degree of freedom, but triggers issues on near-field channel estimation. Existing…

eess.SP2024

GAN Based Near-Field Channel Estimation for Extremely Large-Scale MIMO Systems

Ming Ye, Xiao Liang, Cunhua Pan +3

Extremely large-scale multiple-input-multiple-output (XL-MIMO) is a promising technique to achieve ultra-high spectral efficiency for future 6G communications. The mixed line-of-si…