Cover Image

Channel Knowledge Map Construction: Recent Advances and Open Challenges

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ren, Zixiang, Zhou, Juncong, Xu, Jie, Qiu, Ling, Zeng, Yong, Hu, Han, Zhang, Juyong, Zhang, Rui
Format:	Preprint
Published:	2025
Subjects:	Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

6D Channel Knowledge Map Construction via Bidirectional Wireless Gaussian Splatting
by: Zhou, Juncong, et al.
Published: (2025)

Environment-Aware IRS Deployment via Channel Knowledge Map: Joint Sensing-Communications Coverage Optimization
by: Chen, Yilong, et al.
Published: (2025)

Prototyping and Experimental Results for ISAC-based Channel Knowledge Map
by: Zhang, Chaoyue, et al.
Published: (2024)

Constructing Knowledge Map for MIMO-OFDM Clustered Channel Estimation
by: Zhang, Heling, et al.
Published: (2026)

Channel Knowledge Map Construction via Physics-Inspired Diffusion Model Without Prior Observations
by: Zhu, Yunzhe, et al.
Published: (2025)

Location-Agnostic Channel Knowledge Map Construction for Dynamic Scenes
by: Zhou, Kequan, et al.
Published: (2026)

Sensing-Assisted Channel Prediction in Complex Wireless Environments: An LLM-Based Approach
by: He, Junjie, et al.
Published: (2025)

Channel Knowledge Map-Enabled NLoS ISAC Localization
by: Hong, Chentao, et al.
Published: (2026)

BeamCKMDiff: Beam-Aware Channel Knowledge Map Construction via Diffusion Transformer
by: Zhao, Le, et al.
Published: (2026)

Robust Secure Communications in Near-Field ISCAP Systems with Extremely Large-Scale Antenna Array
by: Ren, Zixiang, et al.
Published: (2025)

A Tutorial on Environment-Aware Communications via Channel Knowledge Map for 6G
by: Zeng, Yong, et al.
Published: (2023)

IMNet: Interference-Aware Channel Knowledge Map Construction and Localization
by: Zhao, Le, et al.
Published: (2024)

Point Cloud Environment-Based Channel Knowledge Map Construction
by: Wang, Yancheng, et al.
Published: (2025)

Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges
by: Liu, Xingchen, et al.
Published: (2025)

CKMImageNet: A Dataset for AI-Based Channel Knowledge Map Towards Environment-Aware Communication and Sensing
by: Wu, Zijian, et al.
Published: (2025)

Secure Communications in Near-Filed ISCAP Systems with Extremely Large-Scale Antenna Arrays
by: Ren, Zixiang, et al.
Published: (2024)

Towards Intelligent Low-Altitude Wireless Network Deployment: Differentiable Channel Knowledge Map Construction and Trajectory Design
by: Zhao, Le, et al.
Published: (2026)

Channel Knowledge Map for Cellular-Connected UAV via Binary Bayesian Filtering
by: Yang, Yuhang, et al.
Published: (2024)

BeamCKM: A Framework of Channel Knowledge Map Construction for Multi-Antenna Systems
by: Wang, Haohan, et al.
Published: (2025)

Beamforming-Codebook-Aware Channel Knowledge Map Construction for Multi-Antenna Systems
by: Wang, Haohan, et al.
Published: (2025)

OpenISAC: An Open-Source Real-Time Experimentation Platform for OFDM-ISAC with Over-the-Air Synchronization
by: Zhou, Zhiwen, et al.
Published: (2026)

Integrated Sensing, Communication, and Powering (ISCAP): Towards Multi-functional 6G Wireless Networks
by: Chen, Yilong, et al.
Published: (2024)

You May Use the Same Channel Knowledge Map for Environment-Aware NLoS Sensing and Communication
by: Wu, Di, et al.
Published: (2025)

Integrated Sensing, Communication, and Powering over Multi-antenna OFDM Systems
by: Chen, Yilong, et al.
Published: (2024)

OctCGS: Octree-Contextual Gaussian Splatting with Explicit Multi-Order Propagation Modeling for Channel Knowledge Map Construction
by: Zhang, Jinghan, et al.
Published: (2026)

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks
by: Dai, Zhuoyin, et al.
Published: (2025)

AI-based Environment-Aware XL-MIMO Channel Estimation with Location-Specific Prior Knowledge Enabled by CKM
by: Qiu, Yuelong, et al.
Published: (2025)

CKM Beyond Channel Gain: Spatial Correlation Map Construction with Deep Learning
by: Chen, Z., et al.
Published: (2026)

Channel Knowledge Map Enabled Low-Altitude ISAC Networks: Joint Air Corridor Planning and Base Station Deployment
by: Li, Jiaxuan, et al.
Published: (2025)

F$^4$-CKM: Learning Channel Knowledge Map with Radio Frequency Radiance Field Rendering
by: Zhou, Kequan, et al.
Published: (2026)

Environment-aware UAV Communications: CKM Construction and Predictive Beamforming
by: Zeng, Shiqi, et al.
Published: (2024)

Affine Frequency Division Multiplexing for Communication and Channel Sounding: Requirements, Challenges, and Key Technologies
by: Zhou, Yu, et al.
Published: (2025)

The First Indoor Pathloss Radio Map Prediction Challenge
by: Bakirtzis, Stefanos, et al.
Published: (2025)

Exploiting Moving Arrays for Near-Field Sensing
by: Chen, Yilong, et al.
Published: (2024)

Revolution of Wireless Signal Recognition for 6G: Recent Advances, Challenges and Future Directions
by: Zhang, Hao, et al.
Published: (2025)

Multi-Channel Multi-Domain based Knowledge Distillation Algorithm for Sleep Staging with Single-Channel EEG
by: Zhang, Chao, et al.
Published: (2024)

Topological Signal Processing and Learning: Recent Advances and Future Challenges
by: Isufi, Elvin, et al.
Published: (2024)

Multi-IRS Enhanced Wireless Coverage: Deployment Optimization Based on Large-Scale Channel Knowledge
by: Fu, Min, et al.
Published: (2024)

Digital Twin Channel-Aided CSI Prediction: An Environment-Based Subspace Extraction Approach for Achieving Low Overhead and High Robustness
by: Cai, Yichen, et al.
Published: (2025)

Prototyping and Experimental Results for Environment-Aware Millimeter Wave Beam Alignment via Channel Knowledge Map
by: Dai, Zhuoyin, et al.
Published: (2024)