Cover Image

U6G XL-MIMO Radiomap Prediction: Multi-Config Dataset and Beam Map Approach

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Xiaojie, Han, Yu, Lu, Zhizheng, Jin, Shi, Wen, Chao-Kai
Format:	Preprint
Published:	2026
Subjects:	Signal Processing Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Wideband Precoding for U6G XL-MIMO Systems: Beam Squint Boundaries and Channel Slicing
by: Lu, Zhizheng, et al.
Published: (2026)

Distributed Near-Field Channel Estimation for U6G XL-MIMO Systems under Beam Squint
by: Lu, Zhizheng, et al.
Published: (2026)

Analytical Framework of Airy Beams in Near-Field XL-MIMO: From Ideal Optics to Wireless Reality
by: Lu, Zhizheng, et al.
Published: (2026)

NF-TrackLLM: Joint Prediction of UAV Trajectory and Near-Field Beam for LAE XL-MIMO Systems
by: Lu, Qianfan, et al.
Published: (2026)

Power Consumption and Energy Efficiency of Mid-Band XL-MIMO: Modeling, Scaling Laws, and Performance Insights
by: Tian, Jiachen, et al.
Published: (2025)

A Tutorial on Near-Field XL-MIMO Communications Towards 6G
by: Lu, Haiquan, et al.
Published: (2023)

Beam-Delay Domain Channel Estimation for mmWave XL-MIMO Systems
by: Hou, Hongwei, et al.
Published: (2023)

Large-Model AI for Near Field Beam Prediction: A CNN-GPT2 Framework for 6G XL-MIMO
by: Liu, Wang, et al.
Published: (2025)

Keypoint Detection Empowered Near-Field User Localization and Channel Reconstruction
by: Li, Mengyuan, et al.
Published: (2025)

Distributed U6G ELAA Communication Systems: Channel Measurement and Small-Scale Fading Characterization
by: Tian, Jiachen, et al.
Published: (2025)

Deep Learning-based Low-Overhead Beam Alignment for mmWave Massive MIMO Systems
by: Jin, Weijie, et al.
Published: (2026)

Channel Customization for Low-Complexity CSI Acquisition in Multi-RIS-Assisted MIMO Systems
by: Chen, Weicong, et al.
Published: (2024)

Tensor-Structured Bayesian Channel Prediction for Upper Mid-Band XL-MIMO Systems
by: Hou, Hongwei, et al.
Published: (2025)

Near-Field Multiuser Beam Training for XL-MIMO: An End-to-End Interference-Aware Approach with Pilot Limitations
by: Li, Xinyang, et al.
Published: (2026)

Pioneering Scalable Prototyping for Mid-Band XL-MIMO Systems: Design and Implementation
by: Tian, Jiachen, et al.
Published: (2025)

XL-MIMO Channel Modeling and Prediction for Wireless Power Transfer
by: Deutschmann, Benjamin J. B., et al.
Published: (2023)

Mid-Band Extra Large-Scale MIMO System: Channel Modeling and Performance Analysis
by: Tian, Jiachen, et al.
Published: (2024)

Efficient Transmission of Radiomaps via Physics-Enhanced Semantic Communications
by: Zhou, Yueling, et al.
Published: (2025)

Near-Field Positioning for XL-MIMO Uniform Circular Arrays: An Attention-Enhanced Deep Learning Approach
by: Gao, Yuan, et al.
Published: (2026)

Structure-Aware Multimodal LLM Framework for Trustworthy Near-Field Beam Prediction
by: Li, Mengyuan, et al.
Published: (2026)

Near-Field Channel Estimation for XL-RIS Assisted Multi-User XL-MIMO Systems: Hybrid Beamforming Architectures
by: Lee, Jeongjae, et al.
Published: (2024)

Exploring the Advantages of Sparse Arrays in Near-Field XL-MIMO Systems: Beam Analysis and EDoF Function
by: Chen, Xianzhe, et al.
Published: (2025)

Cross-Predictive Sparse Bayesian Learning with Application to XL-MIMO Channel Estimation
by: Arjas, Arttu, et al.
Published: (2026)

Channel Estimation for Wideband XL-MIMO: A Constrained Deep Unrolling Approach
by: Zheng, Peicong, et al.
Published: (2025)

Graph Neural Network-Enhanced Expectation Propagation Algorithm for MIMO Turbo Receivers
by: Zhou, Xingyu, et al.
Published: (2023)

Recent Advances in Near-Field Beam Training and Channel Estimation for XL-MIMO Systems
by: Zeng, Ming, et al.
Published: (2025)

TiRE-GAN: Task-Incentivized Generative Learning for Radiomap Estimation
by: Zhou, Yueling, et al.
Published: (2024)

Efficient Deployment of Deep MIMO Detection Using Learngene
by: Zhang, Jinya, et al.
Published: (2025)

Multimodal-NF: A Wireless Dataset for Near-Field Low-Altitude Sensing and Communications
by: Li, Mengyuan, et al.
Published: (2026)

Simultaneous Localization and Mapping Using Active mmWave Sensing in 5G NR
by: Du, Tao, et al.
Published: (2025)

Adversarial Attack on DL-based Massive MIMO CSI Feedback
by: Liu, Qing, et al.
Published: (2020)

Far-Field vs. Near-Field Propagation Channels: Key Differences and Impact on 6G XL-MIMO Performance Evaluation
by: Ding, Zihang, et al.
Published: (2025)

RadioGAT: A Joint Model-based and Data-driven Framework for Multi-band Radiomap Reconstruction via Graph Attention Networks
by: Li, Xiaojie, et al.
Published: (2024)

Near-field Spatial-domain Channel Extrapolation for XL-MIMO Systems
by: Lu, Jiayi, et al.
Published: (2025)

Joint Channel Estimation and Signal Detection for MIMO-OFDM: A Novel Data-Aided Approach with Reduced Computational Overhead
by: Li, Xinjie, et al.
Published: (2025)

A Decoupling-based Approach for Signature Estimation of Wideband XL MIMO-FMCW Radars
by: Rai, Chandrashekhar, et al.
Published: (2026)

Parametric Near-Field MMSE Channel Estimation for sub-THz XL-MIMO Systems
by: Long, Wen-Xuan, et al.
Published: (2025)

Deep Learning-based Position-domain Channel Extrapolation for Cell-Free Massive MIMO
by: Guo, Jiajia, et al.
Published: (2025)

MIMO Beam Map Reconstruction via Toeplitz-Structured Matrix-Vector Tensor Decomposition
by: Sun, Hao, et al.
Published: (2026)

Sparse Estimation for XL-MIMO with Unified LoS/NLoS Representation
by: Shi, Xu, et al.
Published: (2024)