Cover Image

Deep Learning-Based CSI Prediction Framework for Channel Aging Mitigation in TDD 5G Systems

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Díaz-Ruiz, Francisco, Martín-Vega, Francisco J., Cortés, José Antonio, Gómez, Gerardo, Aguayo-Torres, Mari Carmen
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

CSI Prediction Frameworks for Enhanced 5G Link Adaptation: Performance-Complexity Trade-offs
by: Díaz-Ruiz, Francisco, et al.
Published: (2025)

Optimizing MIMO Efficiency in 5G through Precoding Matrix Techniques
by: Díaz-Ruiz, Francisco, et al.
Published: (2024)

Aging-Resistant Wideband Precoding in 5G and Beyond Using 3D Convolutional Neural Networks
by: Villena-Rodriguez, Alejandro, et al.
Published: (2024)

CFO-Robust Detection for 5G PRACH under Fading Channels: Analytical Modeling and Performance Evaluation
by: Alarcón-Martín, Daniel, et al.
Published: (2025)

End-to-End Deep Learning for TDD MIMO Systems in the 6G Upper Midbands
by: Park, Juseong, et al.
Published: (2024)

AI for CSI Prediction in 5G-Advanced and Beyond
by: Jiang, Chengyong, et al.
Published: (2025)

User-to-User Interference Mitigation in Dynamic TDD MIMO Systems with Multi-Antenna Users
by: Andersson, Martin, et al.
Published: (2024)

DDA-Net: Accurate TDD Channel Estimation via Deep Unfolding the Doppler-Delay-Angle Representation of Channel Signals
by: Ma, Yufei, et al.
Published: (2026)

Cross-Link Interference Mitigation With Over-the-Air Pilot Forwarding for Dynamic TDD
by: Bi, Jia-Hui, et al.
Published: (2025)

Unlocking the Potential of Local CSI in Cell-Free Networks with Channel Aging and Fronthaul Delays
by: Miretti, Lorenzo, et al.
Published: (2024)

Information-Preserving CSI Feedback: Invertible Networks with Endogenous Quantization and Channel Error Mitigation
by: Tian, Haotian, et al.
Published: (2025)

Efficient Channel Prediction for Beyond Diagonal RIS-Assisted MIMO Systems with Channel Aging
by: Ginige, Nipuni, et al.
Published: (2024)

Is Repeater-Assisted Massive MIMO Compatible with Dynamic TDD?
by: Andersson, Martin, et al.
Published: (2025)

A Framework for Over-the-air Reciprocity Calibration for TDD Massive MIMO Systems
by: Jiang, Xiwen, et al.
Published: (2017)

CSI-Based User Positioning, Channel Charting, and Device Classification with an NVIDIA 5G Testbed
by: Wiesmayr, Reinhard, et al.
Published: (2025)

Towards Channel-Resilient CSI-Based RF Fingerprinting using Deep Learning
by: Kong, Ruiqi, et al.
Published: (2024)

Target Detection for ISAC with TDD Transmission
by: Henninger, Marcus, et al.
Published: (2025)

Channel Charting-Based Channel Prediction on Real-World Distributed Massive MIMO CSI
by: Stephan, Phillip, et al.
Published: (2024)

Deep Learning-based CSI Feedback in Wi-Fi Systems
by: Qi, Fan, et al.
Published: (2024)

Enhancing 6G Wireless Intelligence: Do LLMs Work for CSI Prediction?
by: Kazemian, Mohsen, et al.
Published: (2026)

Can TDD Be Employed in LEO SatCom Systems? Challenges and Potential Approaches
by: Lee, Hyunwoo, et al.
Published: (2025)

DeepCRF: Deep Learning-Enhanced CSI-Based RF Fingerprinting for Channel-Resilient WiFi Device Identification
by: Kong, Ruiqi, et al.
Published: (2024)

Machine Learning-Based Channel Prediction for RIS-assisted MIMO Systems With Channel Aging
by: Ginige, Nipuni, et al.
Published: (2024)

AI-Driven Channel State Information (CSI) Extrapolation for 6G: Current Situations, Challenges and Future Research
by: Gao, Yuan, et al.
Published: (2026)

Uplink Assisted Joint Channel Estimation and CSI Feedback: An Approach Based on Deep Joint Source-Channel Coding
by: Guo, Yiran, et al.
Published: (2025)

Reinforcement Learning-Based Downlink Transmit Precoding for Mitigating the Impact of Delayed CSI in Satellite Systems
by: Omid, Yasaman, et al.
Published: (2024)

Deep CSI Compression for Dual-Polarized Massive MIMO Channels with Disentangled Representation Learning
by: Fan, Suhang, et al.
Published: (2024)

Half-Duplex APs with Dynamic TDD vs. Full-Duplex APs in Cell-Free Systems
by: Chowdhury, Anubhab, et al.
Published: (2023)

Deep Learning-Based CSI Feedback for Wi-Fi Systems With Temporal Correlation
by: Shin, Junyong, et al.
Published: (2025)

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting
by: Palhares, Victoria, et al.
Published: (2025)

Breaking the TDD Flow for Over-the-Air Phase Synchronization in Distributed Antenna Systems
by: Ngo, Khac-Hoang, et al.
Published: (2025)

CSI Compression using Channel Charting
by: Chatelier, Baptiste, et al.
Published: (2024)

On the Impact of Channel Aging and Doppler-Affected Clutter on OFDM ISAC Systems
by: Rivetti, Steven, et al.
Published: (2026)

Channel Geometry Preserving Generative Models for CSI Feedback in MU-MIMO
by: Park, Juseong, et al.
Published: (2026)

CSI-MAE: A Masked Autoencoder-based Channel Foundation Model
by: Jiang, Jun, et al.
Published: (2026)

Massive MIMO CSI Feedback using Channel Prediction: How to Avoid Machine Learning at UE?
by: Shehzad, Muhammad Karam, et al.
Published: (2024)

Site-Specific Radio Channel Representation for 5G and 6G
by: Zemen, Thomas, et al.
Published: (2024)

LPD-Aware Uplink CSI-based 5G NR Downlink Synchronization for Tactical Networks
by: Upadhya, Karthik, et al.
Published: (2024)

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

Deep Learning-Based CSI Feedback for XL-MIMO Systems in the Near-Field Domain
by: Peng, Zhangjie, et al.
Published: (2024)