Neural Codebook Design for Network Beam Management
RM Dreifuerst, RW Heath Jr - arXiv preprint arXiv:2403.03053, 2024 - arxiv.org
Obtaining accurate and timely channel state information (CSI) is a fundamental challenge for
large antenna systems. Mobile systems like 5G use a beam management framework that …
large antenna systems. Mobile systems like 5G use a beam management framework that …
Hierarchical ML Codebook Design for Extreme MIMO Beam Management
RM Dreifuerst, RW Heath - IEEE Transactions on Machine …, 2024 - ieeexplore.ieee.org
Beam management is a strategy to unify beamforming and channel state information (CSI)
acquisition with large antenna arrays in 5G. Codebooks serve multiple uses in beam …
acquisition with large antenna arrays in 5G. Codebooks serve multiple uses in beam …
Overview of Passive Intermodulation in Modern Wireless Networks: Concepts and Cancellation Techniques
Passive Intermodulation (PIM) is a well-known phenomenon that poses a significant
challenge to modern wireless communication systems. Although efforts have been made to …
challenge to modern wireless communication systems. Although efforts have been made to …
Next-slot OFDM-CSI Prediction: Multi-head Self-attention or State Space Model?
The ongoing fifth-generation (5G) standardization is exploring the use of deep learning (DL)
methods to enhance the new radio (NR) interface. Both in academia and industry …
methods to enhance the new radio (NR) interface. Both in academia and industry …
An Edge-Cloud Collaboration Framework for Generative AI Service Provision with Synergetic Big Cloud Model and Small Edge Models
Generative artificial intelligence (GenAI) offers various services to users through content
creation, which is believed to be one of the most important components in future networks …
creation, which is believed to be one of the most important components in future networks …
5G Positioning Advancements with AI/ML
This paper provides a comprehensive review of AI/ML-based direct positioning within 5G
systems, focusing on its potential in challenging scenarios and conditions where …
systems, focusing on its potential in challenging scenarios and conditions where …
An Overview of Enabling Artificial Intelligence in 3GPP 5G-Advanced Networks
M Qu, X Tang, Y Zhang, Z Chen… - … on Internet of Things …, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) and machine learning (ML) are regarded as indispensable
technologies in wireless communication networks. The third Generation Partnership Project …
technologies in wireless communication networks. The third Generation Partnership Project …