A Tutorial on Environment-Aware Communications via Channel Knowledge Map for 6G
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Abstract (arXiv)
Sixth-generation (6G) mobile communication networks are expected to have dense infrastructures, large antenna size, wide bandwidth, cost-effective hardware, diversified positioning methods, and enhanced intelligence. Such trends bring both new challenges and opportunities for the practical design of 6G. On one hand, acquiring channel state information (CSI) in real time for all wireless links becomes quite challenging in 6G. On the other hand, there would be numerous data sources in 6G containing high-quality location-tagged channel data, e.g., the estimated channels or beams between base station (BS) and user equipment (UE), making it possible to better learn the local wireless environment. By exploiting this new opportunity and for tackling the CSI acquisition challenge, there is a promising paradigm shift from the conventional environment-unaware communications to the new environment-aware communications based on the novel approach of channel knowledge map (CKM). This article aims to provide a comprehensive overview on environment-aware communications enabled by CKM to fully harness its benefits for 6G. First, the basic concept of CKM is presented, followed by the comparison of CKM with various existing channel inference techniques. Next, the main techniques for CKM construction are discussed, including both environment model-free and environment model-assisted approaches. Furthermore, a general framework is presented for the utilization of CKM to achieve environment-aware communications, followed by some typical CKM-aided communication scenarios. Finally, important open problems in CKM research are highlighted and potential solutions are discussed to inspire future work.
Key facts. Cited by 61 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Sep 2023.
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Citing papers per year: 2023: 1; 2024: 7; 2025: 30; 2026: 23.
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- 2024RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Constructioncited by 55
- 2025RadioDiff-k2: Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Constructioncited by 19
- 2025RadioDiff-3D: A 3D×3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communicationcited by 16
- 2024An I2I Inpainting Approach for Efficient Channel Knowledge Map Constructioncited by 13
- 2025RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Constructioncited by 11
- 2023Knowledge Base Enabled Semantic Communication: A Generative Perspectivecited by 10
- 2025CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priorscited by 6
- 2024Generative CKM Construction using Partially Observed Data with Diffusion Modelcited by 4
- 2025A Disentangled Representation Learning Framework for Low-altitude Network Coverage Predictioncited by 4
- 2026RadioDiff-Flux: Efficient Radio Map Construction via Generative Denoise Diffusion Model Trajectory Midpoint Reusecited by 4
- 2026U6G XL-MIMO Radiomap Prediction: Multi-Config Dataset and Beam Map Approachcited by 4
- 2024Spatial Channel State Information Prediction with Generative AI: Towards Holographic Communication and Digital Radio Twincited by 3
38 more
- 2025Radio Map Estimation via Latent Domain Plug-and-Play Denoisingcited by 3
- 2025Empowering Intelligent Low-altitude Economy with Large AI Model Deploymentcited by 3
- 2025Blind Construction of Angular Power Maps in Massive MIMO Networkscited by 3
- 2025Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channelscited by 3
- 2026BeamCKMDiff: Beam-Aware Channel Knowledge Map Construction via Diffusion Transformercited by 3
- 2024Deep Learning-Based CKM Construction with Image Super-Resolutioncited by 2
- 2024Hybrid Data-Driven SSM for Interpretable and Label-Free mmWave Channel Predictioncited by 2
- 2025iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localizationcited by 2
- 2026RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Constructioncited by 2
- 2024Strategic Application of AIGC for UAV Trajectory Design: A Channel Knowledge Map Approachcited by 1
- 2025Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Managementcited by 1
- 2025Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approachcited by 1
- 2025EnvCDiff: Joint Refinement of Environmental Information and Channel Fingerprints via Conditional Generative Diffusion Modelcited by 1
- 2025Rasterizing Wireless Radiance Field via Deformable 2D Gaussian Splattingcited by 1
- 2025Bayesian-Driven Graph Reasoning for Active Radio Map Constructioncited by 1
- 2025RF-PGS: Fully-structured Spatial Wireless Channel Representation with Planar Gaussian Splattingcited by 1
- 2025Channel Knowledge Map Construction via Physics-Inspired Diffusion Model Without Prior Observationscited by 1
- 2025Blind Radio Mapping via Spatially Regularized Bayesian Trajectory Inferencecited by 1
- 2026BeamAgent: LLM-Aided MIMO Beamforming with Decoupled Intent Parsing and Alternating Optimization for Joint Site Selection and Precodingcited by 1
- 2026QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networkscited by 1
- 2025MARS: Radio Map Super-resolution and Reconstruction Method under Sparse Channel Measurementscited by 0
- 2025Learning to Gridize: Segment Physical World by Wireless Communication Channelcited by 0
- 2025Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Applicationcited by 0
- 2025Neural Beam Field for Spatial Beam RSRP Predictioncited by 0
- 2025Neural Channel Knowledge Map Assisted Scheduling Optimization of Active IRSs in Multi-User Systemscited by 0
- 2025RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimationcited by 0
- 2025UrbanMIMOMap: A Ray-Traced MIMO CSI Dataset with Precoding-Aware Maps and Benchmarkscited by 0
- 2025RF-LSCM: Pushing Radiance Fields to Multi-Domain Localized Statistical Channel Modeling for Cellular Network Optimizationcited by 0
- 2025Foundation Model-Based Adaptive Semantic Image Transmission for Dynamic Wireless Environmentscited by 0
- 2025AdaptFly: Prompt-Guided Adaptation of Foundation Models for Low-Altitude UAV Networkscited by 0
- 2025Self-Localizing MIMO Beam Mapping with Continuously Evolving Channel Memorycited by 0
- 2025RMSup: Physics-Informed Radio Map Super-Resolution for Compute-Enhanced Integrated Sensing and Communicationscited by 0
- 2026When Simultaneous Localization and Mapping Meets Wireless Communications: A Surveycited by 0
- 2026RadioGen3D: 3D Radio Map Generation via Adversarial Learning on Large-Scale Synthetic Datacited by 0
- 2026Learning Coverage- and Power-Optimal Transmitter Placement from City Maps: A Comparative Study of Direct and Indirect Neural Approachescited by 0
- 2026Statistical Channel Fingerprint Construction for Massive MIMO: A Unified Tensor Learning Frameworkcited by 0
- 2026CKM-Driven Communication-Aware UAV Intelligent Trajectory Optimization for Urban Inspectioncited by 0
- 2026Active Learning for Channel Knowledge Map Construction via Bayesian Inference Diffusion Modelscited by 0
50 most cited of 61 All 61 (JSON)
- 2026Geometry-Aided Channel Deduction with Partial Channel Estimates and Uncalibrated Digital Twin29 Sep 2026
- 2026Radiomap Blind Prediction under Incomplete Observation: Error Characterization and Correctable Propagation-Prior Learning26 Sep 2026
- 2026Active Learning for Low-Altitude Radio Map Construction via Plug-and-Play Flow Matching23 Sep 2026
- 2026Agentic AI Networking for Heterogeneous Unmanned Aerial Systems in Low-Altitude Wireless Networks17 Sep 2026
- 2026Wireless Foundation Models: State-of-the-Art and Open Challenges4 Sep 2026
- 2026BeamRMX: Radiation-Pattern-Driven Learning for Generalizable Beam Radio Map Prediction and Beam Management1 Sep 2026
- 2026Physics-informed VAE-EVT for Tail Aware Radio Map Prediction15 Aug 2026
- 2026Point2Radio: A Foundation Model for Cross-Scene Radio Fields from Material-Aware Point Clouds31 Jul 2026
- 2026RadioTrace: Transmitter-Aware Diffusion for Radio Map Estimation without Deployment-Time Fine-Tuning23 Jul 2026
- 2026Large Multimodal Model-Based Environment-Aware Mobility Management9 Jul 2026
- 2026Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion2 Jul 2026
- 2026QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networks1 Jul 2026
38 more
- 2026Active Learning for Channel Knowledge Map Construction via Bayesian Inference Diffusion Models29 Jun 2026
- 2026CKM-Driven Communication-Aware UAV Intelligent Trajectory Optimization for Urban Inspection23 Jun 2026
- 2026Statistical Channel Fingerprint Construction for Massive MIMO: A Unified Tensor Learning Framework30 Apr 2026
- 2026Learning Coverage- and Power-Optimal Transmitter Placement from City Maps: A Comparative Study of Direct and Indirect Neural Approaches23 Apr 2026
- 2026RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction19 Mar 2026
- 2026BeamAgent: LLM-Aided MIMO Beamforming with Decoupled Intent Parsing and Alternating Optimization for Joint Site Selection and Precoding19 Mar 2026
- 2026U6G XL-MIMO Radiomap Prediction: Multi-Config Dataset and Beam Map Approach6 Mar 2026
- 2026RadioGen3D: 3D Radio Map Generation via Adversarial Learning on Large-Scale Synthetic Data21 Feb 2026
- 2026When Simultaneous Localization and Mapping Meets Wireless Communications: A Survey28 Jan 2026
- 2026BeamCKMDiff: Beam-Aware Channel Knowledge Map Construction via Diffusion Transformer15 Jan 2026
- 2026RadioDiff-Flux: Efficient Radio Map Construction via Generative Denoise Diffusion Model Trajectory Midpoint Reuse6 Jan 2026
- 2025Blind Radio Mapping via Spatially Regularized Bayesian Trajectory Inference4 Dec 2025
- 2025Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channels4 Dec 2025
- 2025Channel Knowledge Map Construction via Physics-Inspired Diffusion Model Without Prior Observations2 Dec 2025
- 2025RMSup: Physics-Informed Radio Map Super-Resolution for Compute-Enhanced Integrated Sensing and Communications29 Nov 2025
- 2025iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localization25 Nov 2025
- 2025Self-Localizing MIMO Beam Mapping with Continuously Evolving Channel Memory21 Nov 2025
- 2025AdaptFly: Prompt-Guided Adaptation of Foundation Models for Low-Altitude UAV Networks13 Nov 2025
- 2025Blind Construction of Angular Power Maps in Massive MIMO Networks8 Oct 2025
- 2025Foundation Model-Based Adaptive Semantic Image Transmission for Dynamic Wireless Environments28 Sep 2025
- 2025RF-LSCM: Pushing Radiance Fields to Multi-Domain Localized Statistical Channel Modeling for Cellular Network Optimization17 Sep 2025
- 2025UrbanMIMOMap: A Ray-Traced MIMO CSI Dataset with Precoding-Aware Maps and Benchmarks8 Sep 2025
- 2025RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation2 Sep 2025
- 2025RF-PGS: Fully-structured Spatial Wireless Channel Representation with Planar Gaussian Splatting23 Aug 2025
- 2025Neural Channel Knowledge Map Assisted Scheduling Optimization of Active IRSs in Multi-User Systems9 Aug 2025
- 2025Neural Beam Field for Spatial Beam RSRP Prediction9 Aug 2025
- 2025Bayesian-Driven Graph Reasoning for Active Radio Map Construction29 Jul 2025
- 2025Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application26 Jul 2025
- 2025Learning to Gridize: Segment Physical World by Wireless Communication Channel21 Jul 2025
- 2025RadioDiff-3D: A 3D×3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication16 Jul 2025
- 2025A Disentangled Representation Learning Framework for Low-altitude Network Coverage Prediction13 Jul 2025
- 2025Rasterizing Wireless Radiance Field via Deformable 2D Gaussian Splatting15 Jun 2025
- 2025MARS: Radio Map Super-resolution and Reconstruction Method under Sparse Channel Measurements5 Jun 2025
- 2025Empowering Intelligent Low-altitude Economy with Large AI Model Deployment28 May 2025
- 2025EnvCDiff: Joint Refinement of Environmental Information and Channel Fingerprints via Conditional Generative Diffusion Model12 May 2025
- 2025Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approach12 May 2025
- 2025CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors24 Apr 2025
- 2025RadioDiff-k2: Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Construction22 Apr 2025
50 newest of 61 All 61 (JSON)
- 2024RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Constructioncited by 55
- 2025RadioDiff-k2: Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Constructioncited by 19
- 2025CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priorscited by 6
- 2024Generative CKM Construction using Partially Observed Data with Diffusion Modelcited by 4
- 2026RadioDiff-Flux: Efficient Radio Map Construction via Generative Denoise Diffusion Model Trajectory Midpoint Reusecited by 4
- 2025Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channelscited by 3
- 2026BeamCKMDiff: Beam-Aware Channel Knowledge Map Construction via Diffusion Transformercited by 3
- 2025iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localizationcited by 2
- 2026RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Constructioncited by 2
- 2025EnvCDiff: Joint Refinement of Environmental Information and Channel Fingerprints via Conditional Generative Diffusion Modelcited by 1
- 2025Channel Knowledge Map Construction via Physics-Inspired Diffusion Model Without Prior Observationscited by 1
- 2025RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimationcited by 0
12 most cited of 16 All 16 (JSON)
- 2026Active Learning for Low-Altitude Radio Map Construction via Plug-and-Play Flow Matching23 Sep 2026
- 2026RadioTrace: Transmitter-Aware Diffusion for Radio Map Estimation without Deployment-Time Fine-Tuning23 Jul 2026
- 2026Active Learning for Channel Knowledge Map Construction via Bayesian Inference Diffusion Models29 Jun 2026
- 2026RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction19 Mar 2026
- 2026BeamCKMDiff: Beam-Aware Channel Knowledge Map Construction via Diffusion Transformer15 Jan 2026
- 2026RadioDiff-Flux: Efficient Radio Map Construction via Generative Denoise Diffusion Model Trajectory Midpoint Reuse6 Jan 2026
- 2025Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channels4 Dec 2025
- 2025Channel Knowledge Map Construction via Physics-Inspired Diffusion Model Without Prior Observations2 Dec 2025
- 2025iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localization25 Nov 2025
- 2025Foundation Model-Based Adaptive Semantic Image Transmission for Dynamic Wireless Environments28 Sep 2025
- 2025RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation2 Sep 2025
- 2025EnvCDiff: Joint Refinement of Environmental Information and Channel Fingerprints via Conditional Generative Diffusion Model12 May 2025
12 newest of 16 All 16 (JSON)
- 2025RadioDiff-3D: A 3D×3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communicationcited by 16
- 2024An I2I Inpainting Approach for Efficient Channel Knowledge Map Constructioncited by 13
- 2025RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Constructioncited by 11
- 2023Knowledge Base Enabled Semantic Communication: A Generative Perspectivecited by 10
- 2025A Disentangled Representation Learning Framework for Low-altitude Network Coverage Predictioncited by 4
- 2026U6G XL-MIMO Radiomap Prediction: Multi-Config Dataset and Beam Map Approachcited by 4
- 2024Spatial Channel State Information Prediction with Generative AI: Towards Holographic Communication and Digital Radio Twincited by 3
- 2025Radio Map Estimation via Latent Domain Plug-and-Play Denoisingcited by 3
- 2025Empowering Intelligent Low-altitude Economy with Large AI Model Deploymentcited by 3
- 2025Blind Construction of Angular Power Maps in Massive MIMO Networkscited by 3
- 2024Deep Learning-Based CKM Construction with Image Super-Resolutioncited by 2
- 2024Hybrid Data-Driven SSM for Interpretable and Label-Free mmWave Channel Predictioncited by 2
12 most cited of 44 All 44 (JSON)
- 2026Geometry-Aided Channel Deduction with Partial Channel Estimates and Uncalibrated Digital Twin29 Sep 2026
- 2026Radiomap Blind Prediction under Incomplete Observation: Error Characterization and Correctable Propagation-Prior Learning26 Sep 2026
- 2026Wireless Foundation Models: State-of-the-Art and Open Challenges4 Sep 2026
- 2026BeamRMX: Radiation-Pattern-Driven Learning for Generalizable Beam Radio Map Prediction and Beam Management1 Sep 2026
- 2026Physics-informed VAE-EVT for Tail Aware Radio Map Prediction15 Aug 2026
- 2026Point2Radio: A Foundation Model for Cross-Scene Radio Fields from Material-Aware Point Clouds31 Jul 2026
- 2026Large Multimodal Model-Based Environment-Aware Mobility Management9 Jul 2026
- 2026Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion2 Jul 2026
- 2026QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networks1 Jul 2026
- 2026CKM-Driven Communication-Aware UAV Intelligent Trajectory Optimization for Urban Inspection23 Jun 2026
- 2026Statistical Channel Fingerprint Construction for Massive MIMO: A Unified Tensor Learning Framework30 Apr 2026
- 2026Learning Coverage- and Power-Optimal Transmitter Placement from City Maps: A Comparative Study of Direct and Indirect Neural Approaches23 Apr 2026
12 newest of 44 All 44 (JSON)