Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: a Graph Neural Network Approach
Fuente:
arXiv
Saved in:
| Main Authors: | Feys, Thomas, Van der Perre, Liesbet, Rottenberg, François |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Weighted-Sum Energy Efficiency Maximization in User-Centric Uplink Cell-Free Massive MIMO
by: Kim, Donghwi, et al.
Published: (2025)
by: Kim, Donghwi, et al.
Published: (2025)
On Optimizing Time-, Space- and Power-Domain Energy-Saving Techniques for Sub-6 GHz Base Stations
by: Peschiera, Emanuele, et al.
Published: (2025)
by: Peschiera, Emanuele, et al.
Published: (2025)
How to Perform Distributed Precoding to Wirelessly Power Shelf Labels: Signal Processing and Measurements
by: Callebaut, Gilles, et al.
Published: (2024)
by: Callebaut, Gilles, et al.
Published: (2024)
Testbed Evaluation of AI-based Precoding in Distributed MIMO Systems
by: Miao, Tianzheng, et al.
Published: (2025)
by: Miao, Tianzheng, et al.
Published: (2025)
Energy-Saving Cell-Free Massive MIMO Precoders with a Per-AP Wideband Kronecker Channel Model
by: Peschiera, Emanuele, et al.
Published: (2023)
by: Peschiera, Emanuele, et al.
Published: (2023)
A Parametric Power Model of Upper Mid-Band (FR3) Base Stations for 6G
by: Peschiera, Emanuele, et al.
Published: (2025)
by: Peschiera, Emanuele, et al.
Published: (2025)
Compression of Site-Specific Deep Neural Networks for Massive MIMO Precoding
by: Kasalaee, Ghazal, et al.
Published: (2025)
by: Kasalaee, Ghazal, et al.
Published: (2025)
GNN-based Precoder Design and Fine-tuning for Cell-free Massive MIMO with Real-world CSI
by: Miao, Tianzheng, et al.
Published: (2025)
by: Miao, Tianzheng, et al.
Published: (2025)
Compensation of Coarse Quantization Effects on Channel Estimation and BER in Massive MIMO
by: Mohammadkhani, Reza, et al.
Published: (2025)
by: Mohammadkhani, Reza, et al.
Published: (2025)
Optimal Training Design for Over-the-Air Polynomial Power Amplifier Model Estimation
by: Rottenberg, François, et al.
Published: (2024)
by: Rottenberg, François, et al.
Published: (2024)
ADMM for Downlink Beamforming in Cell-Free Massive MIMO Systems
by: Zafari, Mehdi, et al.
Published: (2024)
by: Zafari, Mehdi, et al.
Published: (2024)
Codebook Design and Baseband Precoding for Pragmatic Array-Fed RIS Hybrid Multiuser MIMO
by: Tiwari, Krishan Kumar, et al.
Published: (2026)
by: Tiwari, Krishan Kumar, et al.
Published: (2026)
Long-Range Backscatter: A Bottom-Up Approach
by: Schepens, Tijl, et al.
Published: (2026)
by: Schepens, Tijl, et al.
Published: (2026)
The environmental impact of ICT in the era of data and artificial intelligence
by: Rottenberg, François, et al.
Published: (2026)
by: Rottenberg, François, et al.
Published: (2026)
A Novel Massive Random Access in Cell-Free Massive MIMO Systems for High-Speed Mobility with OTFS Modulation
by: Hu, Yanfeng, et al.
Published: (2024)
by: Hu, Yanfeng, et al.
Published: (2024)
Precoder Learning by Leveraging Unitary Equivariance Property
by: Ge, Yilun, et al.
Published: (2025)
by: Ge, Yilun, et al.
Published: (2025)
EARL: Energy-Aware Adaptive Antenna Control with Reinforcement Learning in O-RAN Cell-Free Massive MIMO Networks
by: Ge, Zilin, et al.
Published: (2026)
by: Ge, Zilin, et al.
Published: (2026)
BeamAgent: LLM-Aided MIMO Beamforming with Decoupled Intent Parsing and Alternating Optimization for Joint Site Selection and Precoding
by: Wang, Xiucheng, et al.
Published: (2026)
by: Wang, Xiucheng, et al.
Published: (2026)
Clutter-Aware Target Detection for ISAC in a Millimeter-Wave Cell-Free Massive MIMO System
by: Rivetti, Steven, et al.
Published: (2024)
by: Rivetti, Steven, et al.
Published: (2024)
Mean Field-based Dynamic Backoff Optimization for MIMO-enabled Grant-Free NOMA in Massive IoT Networks
by: Wang, Haibo, et al.
Published: (2024)
by: Wang, Haibo, et al.
Published: (2024)
A Low-Complexity Plug-and-Play Deep Learning Model for Generalizable Massive MIMO Precoding
by: Karkan, Ali Hasanzadeh, et al.
Published: (2026)
by: Karkan, Ali Hasanzadeh, et al.
Published: (2026)
Heterogeneous Graph Neural Networks for Short-term State Forecasting in Power Systems across Domains and Time Scales: A Hydroelectric Power Plant Case Study
by: Theiler, Raffael, et al.
Published: (2025)
by: Theiler, Raffael, et al.
Published: (2025)
Learning Genetic Circuit Modules with Neural Networks: Full Version
by: Wang, Jichi, et al.
Published: (2025)
by: Wang, Jichi, et al.
Published: (2025)
Non-Linear Analog Processing in MIMO Systems with Coarse Quantization
by: Alonso, Marian Temprana, et al.
Published: (2022)
by: Alonso, Marian Temprana, et al.
Published: (2022)
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
by: Theiler, Raffael, et al.
Published: (2024)
by: Theiler, Raffael, et al.
Published: (2024)
A Low-Complexity Plug-and-Play Deep Learning Model for Massive MIMO Precoding Across Sites
by: Karkan, Ali Hasanzadeh, et al.
Published: (2025)
by: Karkan, Ali Hasanzadeh, et al.
Published: (2025)
Integrated Communication and Control for Energy-Efficient UAV Swarms: A Multi-Agent Reinforcement Learning Approach
by: Sun, Tianjiao, et al.
Published: (2025)
by: Sun, Tianjiao, et al.
Published: (2025)
Boosted Enhanced Quantile Regression Neural Networks with Spatiotemporal Permutation Entropy for Complex System Prognostics
by: Poland, David J
Published: (2025)
by: Poland, David J
Published: (2025)
Asymptotic Analysis of Near-Field Coupling in Massive MISO and Massive SIMO Systems
by: Martí, Aniol, et al.
Published: (2024)
by: Martí, Aniol, et al.
Published: (2024)
Leveraging Power Amplifier Distortion for Physical Layer Security
by: Alavicheh, Reza Ghasemi, et al.
Published: (2025)
by: Alavicheh, Reza Ghasemi, et al.
Published: (2025)
Standards-Compliant DM-RS Allocation via Temporal Channel Prediction for Massive MIMO Systems
by: Ryu, Sehyun, et al.
Published: (2025)
by: Ryu, Sehyun, et al.
Published: (2025)
Generative MIMO Beam Map Construction for Location Recovery and Beam Tracking
by: Chen, Wangqian, et al.
Published: (2025)
by: Chen, Wangqian, et al.
Published: (2025)
Monolithic Silicon-Photonics Linear-Algebra Accelerators Enabling Next-Gen Massive MIMO
by: Hsueh, Tzu-Chien, et al.
Published: (2024)
by: Hsueh, Tzu-Chien, et al.
Published: (2024)
Neural Augmented Kalman Filters for Road Network assisted GNSS positioning
by: van Gorp, Hans, et al.
Published: (2025)
by: van Gorp, Hans, et al.
Published: (2025)
Quantized Decentralized Stochastic Learning over Directed Graphs
by: Taheri, Hossein, et al.
Published: (2020)
by: Taheri, Hossein, et al.
Published: (2020)
Reconfigurable Holographic Surface-aided Distributed MIMO Radar Systems
by: Li, Qian, et al.
Published: (2024)
by: Li, Qian, et al.
Published: (2024)
Joint Energy Management and Coordinated AIGC Workload Scheduling for Distributed Data Centers: A Diffusion-Aided Reward Shaping Approach
by: Fu, Yang, et al.
Published: (2026)
by: Fu, Yang, et al.
Published: (2026)
Anchor Layout Optimization for Ultrasonic Indoor Positioning Using Swarm Intelligence
by: Delabie, Daan, et al.
Published: (2024)
by: Delabie, Daan, et al.
Published: (2024)
Dynamic IRS Allocation for Spectrum-Sharing MIMO Communication and Radar Systems
by: Munir, Daniyal, et al.
Published: (2025)
by: Munir, Daniyal, et al.
Published: (2025)
An Encoder-Decoder Network for Beamforming over Sparse Large-Scale MIMO Channels
by: Zhang, Yubo, et al.
Published: (2025)
by: Zhang, Yubo, et al.
Published: (2025)
Similar Items
-
Weighted-Sum Energy Efficiency Maximization in User-Centric Uplink Cell-Free Massive MIMO
by: Kim, Donghwi, et al.
Published: (2025) -
On Optimizing Time-, Space- and Power-Domain Energy-Saving Techniques for Sub-6 GHz Base Stations
by: Peschiera, Emanuele, et al.
Published: (2025) -
How to Perform Distributed Precoding to Wirelessly Power Shelf Labels: Signal Processing and Measurements
by: Callebaut, Gilles, et al.
Published: (2024) -
Testbed Evaluation of AI-based Precoding in Distributed MIMO Systems
by: Miao, Tianzheng, et al.
Published: (2025) -
Energy-Saving Cell-Free Massive MIMO Precoders with a Per-AP Wideband Kronecker Channel Model
by: Peschiera, Emanuele, et al.
Published: (2023)