Embracing uncertainty: A diffusion generative model of spectrum efficiency in 5g networks
Spectrum efficiency modeling is a crucial enabling technology for optimizing 5G networks.
Neural networks have been employed to model the complex and nonlinear relationship …
Neural networks have been employed to model the complex and nonlinear relationship …
Data-driven Energy Efficiency Modelling in Large-scale Networks: An Expert Knowledge and ML-based Approach
D López-Pérez, A De Domenico… - … Machine Learning in …, 2024 - ieeexplore.ieee.org
The energy consumption of mobile networks poses a critical challenge. Mitigating this
concern necessitates the deployment and optimization of network energy-saving solutions …
concern necessitates the deployment and optimization of network energy-saving solutions …
HMM-based CSI Embedding for Trajectory Recovery from RSS Measurements of Non-Cooperative Devices
Z Xing, J Chen - … 2024-2024 IEEE International Conference on …, 2024 - ieeexplore.ieee.org
Constructing channel state information (CSI) maps may help wireless communications and
localization. However, CSI map construction requires up-to-date CSI measurement data with …
localization. However, CSI map construction requires up-to-date CSI measurement data with …
Coordinated Spectral Efficiency Prediction for Real-World 5G CoMP Systems
Z Chen, Z Fan, Y Li, Y Kang, Q Yan, Q Shi - arXiv preprint arXiv …, 2024 - arxiv.org
Coordinated multipoint (CoMP) systems incur substantial resource consumption due to the
management of backhaul links and the coordination among various base stations (BSs) …
management of backhaul links and the coordination among various base stations (BSs) …
Differential Privacy in Federated Learning for Collaborative Radio Map Construction and Environment Sensing
J Tian, W Chen, J Chen - 2024 IEEE International Conference …, 2024 - ieeexplore.ieee.org
Collaborative radio map facilitates precise and secure monitoring and management of
wireless communication environment by encouraging collective participation and …
wireless communication environment by encouraging collective participation and …
[引用][C] CDF-Based Spectral Efficiency Estimation Methodology From Asynchronous Measurement Data
H Xie, S Song, Z Cao, H Jin - 한국통신학회학술대회논문집, 2024 - dbpia.co.kr
요 약 This paper studies the estimation methodologies of the mapping between the Signal-to-
Interference-plus-Noise Ratio (SINR) and the spectral efficiency (SE) of the currently …
Interference-plus-Noise Ratio (SINR) and the spectral efficiency (SE) of the currently …