Digital Twin Channel-Aided CSI Prediction: An Environment-Based Subspace Extraction Approach for Achieving Low Overhead and High Robustness
Fuente:
arXiv
Guardado en:
| Autores principales: | Cai, Yichen, Zhang, Jianhua, Yu, Li, Zhang, Zhen, Zhang, Yuxiang, Shi, Lianzheng, Qiu, Yuelong, Zeng, Yong |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Can Wireless Environmental Information Decrease Pilot Overhead: A CSI Prediction Example
por: Shi, Lianzheng, et al.
Publicado: (2024)
por: Shi, Lianzheng, et al.
Publicado: (2024)
Paradigm Shift from Statistical Channel Modeling to Digital Twin Prediction: An Environment-Generalizable ChannelLM for 6G AI-enabled Air Interface
por: Cai, Yichen, et al.
Publicado: (2026)
por: Cai, Yichen, et al.
Publicado: (2026)
ChannelGPT: A Large Model to Generate Digital Twin Channel for 6G Environment Intelligence
por: Yu, Li, et al.
Publicado: (2024)
por: Yu, Li, et al.
Publicado: (2024)
Towards 6G Digital Twin Channel Using Radio Environment Knowledge Pool
por: Wang, Jialin, et al.
Publicado: (2023)
por: Wang, Jialin, et al.
Publicado: (2023)
Digital Twin Aided Channel Estimation: Zone-Specific Subspace Prediction and Calibration
por: Alikhani, Sadjad, et al.
Publicado: (2025)
por: Alikhani, Sadjad, et al.
Publicado: (2025)
Electromagnetic Wave Property Inspired Radio Environment Knowledge Construction and AI-based Verification for 6G Digital Twin Channel
por: Wang, Jialin, et al.
Publicado: (2024)
por: Wang, Jialin, et al.
Publicado: (2024)
Positioning via Digital-Twin-Aided Channel Charting with Large-Scale CSI Features
por: Mateos-Ramos, José Miguel, et al.
Publicado: (2025)
por: Mateos-Ramos, José Miguel, et al.
Publicado: (2025)
A Robust CSI-Based Scatterer Geometric Reconstruction Method for 6G ISAC System
por: Luo, Yubin, et al.
Publicado: (2025)
por: Luo, Yubin, et al.
Publicado: (2025)
CKMImageNet: A Dataset for AI-Based Channel Knowledge Map Towards Environment-Aware Communication and Sensing
por: Wu, Zijian, et al.
Publicado: (2025)
por: Wu, Zijian, et al.
Publicado: (2025)
Low-Overhead CSI Prediction via Gaussian Process Regression
por: Shah, Syed Luqman, et al.
Publicado: (2025)
por: Shah, Syed Luqman, et al.
Publicado: (2025)
Digital Twin Aided Massive MIMO: CSI Compression and Feedback
por: Jiang, Shuaifeng, et al.
Publicado: (2024)
por: Jiang, Shuaifeng, et al.
Publicado: (2024)
Digital Twin Aided Massive MIMO CSI Feedback: Exploring the Impact of Twinning Fidelity
por: Luo, Hao, et al.
Publicado: (2025)
por: Luo, Hao, et al.
Publicado: (2025)
AI-based Environment-Aware XL-MIMO Channel Estimation with Location-Specific Prior Knowledge Enabled by CKM
por: Qiu, Yuelong, et al.
Publicado: (2025)
por: Qiu, Yuelong, et al.
Publicado: (2025)
Wireless Environment Information Sensing, Feature, Semantic, and Knowledge: Four Steps Towards 6G AI-Enabled Air Interface
por: Zhang, Jianhua, et al.
Publicado: (2024)
por: Zhang, Jianhua, et al.
Publicado: (2024)
Multi-Modal Large Models Based Beam Prediction: An Example Empowered by DeepSeek
por: Zhao, Yizhu, et al.
Publicado: (2025)
por: Zhao, Yizhu, et al.
Publicado: (2025)
New Characteristics and Modeling of 6G Channels: Toward a Unified Channel Model for Standardization
por: Gong, Huiwen, et al.
Publicado: (2024)
por: Gong, Huiwen, et al.
Publicado: (2024)
Road to 6G Digital Twin Networks: Multi-Task Adaptive Ray-Tracing as a Key Enabler
por: Yu, Li, et al.
Publicado: (2025)
por: Yu, Li, et al.
Publicado: (2025)
An Enhanced Dynamic Ray Tracing Architecture for Channel Prediction Based on Multipath Bidirectional Geometry and Field Extrapolation
por: Miao, Yinghe, et al.
Publicado: (2024)
por: Miao, Yinghe, et al.
Publicado: (2024)
Reducing Channel Estimation and Feedback Overhead in IRS-Aided Downlink System: A Quantize-then-Estimate Approach
por: Wang, Rui, et al.
Publicado: (2023)
por: Wang, Rui, et al.
Publicado: (2023)
Digital Twin Channel for 6G: Concepts, Architectures and Potential Applications
por: Wang, Heng, et al.
Publicado: (2024)
por: Wang, Heng, et al.
Publicado: (2024)
The Coupling Effect of Sensing Targets on the Environment for 3GPP ISAC Channels: Observation, Modeling, and Validation
por: Liu, Yameng, et al.
Publicado: (2025)
por: Liu, Yameng, et al.
Publicado: (2025)
Wireless Environmental Information Theory: A New Paradigm towards 6G Online and Proactive Environment Intelligence Communication
por: Zhang, Jianhua, et al.
Publicado: (2024)
por: Zhang, Jianhua, et al.
Publicado: (2024)
Ill-Posedness Analysis of CSI-Based Electromagnetic Inverse Scattering for Material Reconstruction in ISAC Systems
por: Luo, Yubin, et al.
Publicado: (2026)
por: Luo, Yubin, et al.
Publicado: (2026)
SiFo: Wireless Foundation Model for Low-Overhead Site-Specific CSI Feedback
por: Zhao, Cheng-Jie, et al.
Publicado: (2026)
por: Zhao, Cheng-Jie, et al.
Publicado: (2026)
Movable Antenna Aided Physical Layer Security with No Eavesdropper CSI
por: Cheng, Zhenqiao, et al.
Publicado: (2024)
por: Cheng, Zhenqiao, et al.
Publicado: (2024)
Robust Beamforming Design for Intelligent Reflecting Surface Aided Cognitive Radio Systems with Imperfect Cascaded CSI
por: Zhang, Lei, et al.
Publicado: (2020)
por: Zhang, Lei, et al.
Publicado: (2020)
Vector Quantized-Aided XL-MIMO CSI Feedback with Channel Adaptive Transmission
por: Ma, Yuhang, et al.
Publicado: (2026)
por: Ma, Yuhang, et al.
Publicado: (2026)
Semantic-driven Wireless Environment Knowledge Representation for Efficiency-Accuracy Balanced Beam Prediction in Vehicular Networks
por: Wang, Jialin, et al.
Publicado: (2025)
por: Wang, Jialin, et al.
Publicado: (2025)
A Shared Cluster-based Stochastic Channel Model for Integrated Sensing and Communication Systems
por: Liu, Yameng, et al.
Publicado: (2022)
por: Liu, Yameng, et al.
Publicado: (2022)
Physics-Informed Digital Twins for Channel Estimation and Traffic Prediction of Non-Terrestrial Networks
por: Huang, Xinyu, et al.
Publicado: (2026)
por: Huang, Xinyu, et al.
Publicado: (2026)
Digital Twin Aided RIS Communication: Robust Beamforming and Interference Management
por: Alikhani, Sadjad, et al.
Publicado: (2024)
por: Alikhani, Sadjad, et al.
Publicado: (2024)
Deterministic Modeling of Dynamic ISAC Channels in RF Digital Twin Environments
por: Montaner, Cesar, et al.
Publicado: (2026)
por: Montaner, Cesar, et al.
Publicado: (2026)
Joint Channel Estimation and Signal Detection for MIMO-OFDM: A Novel Data-Aided Approach with Reduced Computational Overhead
por: Li, Xinjie, et al.
Publicado: (2025)
por: Li, Xinjie, et al.
Publicado: (2025)
ChannelAgent-Empowered Electromagnetic Space World Model: A Case Study on Agent-Driven Channel Generation for 6G AI-Native Air Interface
por: Li, Mingyue, et al.
Publicado: (2026)
por: Li, Mingyue, et al.
Publicado: (2026)
An Approximate Wave-Number Domain Expression for Near-Field XL-array Channel
por: Xing, Hongbo, et al.
Publicado: (2024)
por: Xing, Hongbo, et al.
Publicado: (2024)
A Novel Environment Object Modeling Method for Vehicular ISAC Scenarios
por: Jiang, Hanyuan, et al.
Publicado: (2025)
por: Jiang, Hanyuan, et al.
Publicado: (2025)
Geometry-Aided Channel Deduction: A Robust Channel Acquisition Framework Utilizing Coarse Scenario Prompt
por: Ruan, Hongning, et al.
Publicado: (2026)
por: Ruan, Hongning, et al.
Publicado: (2026)
Research and Experimental Validation for 3GPP ISAC Channel Modeling Standardization
por: Zhang, Yuxiang, et al.
Publicado: (2025)
por: Zhang, Yuxiang, et al.
Publicado: (2025)
Electromagnetic Digital Twin-Enabled Closed-Loop Beam Management in ISAC Systems
por: Luo, Yubin, et al.
Publicado: (2026)
por: Luo, Yubin, et al.
Publicado: (2026)
Hiding Secrets in the CSI Quotient: A Robust Wi-Fi CSI Steganography System
por: Guo, Jiamu, et al.
Publicado: (2026)
por: Guo, Jiamu, et al.
Publicado: (2026)
Ejemplares similares
-
Can Wireless Environmental Information Decrease Pilot Overhead: A CSI Prediction Example
por: Shi, Lianzheng, et al.
Publicado: (2024) -
Paradigm Shift from Statistical Channel Modeling to Digital Twin Prediction: An Environment-Generalizable ChannelLM for 6G AI-enabled Air Interface
por: Cai, Yichen, et al.
Publicado: (2026) -
ChannelGPT: A Large Model to Generate Digital Twin Channel for 6G Environment Intelligence
por: Yu, Li, et al.
Publicado: (2024) -
Towards 6G Digital Twin Channel Using Radio Environment Knowledge Pool
por: Wang, Jialin, et al.
Publicado: (2023) -
Digital Twin Aided Channel Estimation: Zone-Specific Subspace Prediction and Calibration
por: Alikhani, Sadjad, et al.
Publicado: (2025)