Modelling the 5G Energy Consumption using Real-world
To address this, we propose a novel deep learning model for 5G base station energy consumption estimation based on a real-world dataset. Unlike existing methods, our approach integrates
Final draft of deliverable D.WG3-02-Smart Energy Saving of
Smart Energy Saving of 5G Base Station: Based on AI and other emerging technologies to forecast and optimize the management of 5G wireless network energy consumption
Two-Stage Robust Optimization of 5G Base Stations
In recent years, researchers have delved into the energy consumption models and energy management strategies of 5G base stations to achieve their dual role in
5G_ENERGY_CONSUMPTION_PREDICTION
Solution: By accurately predicting the energy consumption of 5G base stations based on traffic conditions, configurations, and energy-saving methods, this project enables telecom operators
Machine Learning and Analytical Power Consumption Models for
In this article, we propose a novel model for a realistic characterization of the power consumption of 5G multi-carrier BSs, which builds on a large data collection campaign.
Machine Learning and Analytical Power Consumption Models for 5G Base
In this article, we propose a novel model for a realistic characterization of the power consumption of 5G multi-carrier BSs, which builds on a large data collection campaign.
Optimal energy-saving operation strategy of 5G base station with
To further explore the energy-saving potential of 5 G base stations, this paper proposes an energy-saving operation model for 5 G base stations that incorporates
Energy Consumption Modelling for 5G Radio Base Stations
To further develop energy modelling methodology and attempt to answer the questions presented in the previous section, different machine learning algorithm''s ability to predict energy
A Power Consumption Model and Energy Saving Techniques for 5G
Aiming at minimizing the base station (BS) energy consumption under low and medium load scenarios, the 3GPP recently completed a Release 18 study on energy savi
Power Consumption Modeling of 5G Multi-Carrier Base
Importantly, this study item indicates that new 5G power consumption models are needed to accurately develop and optimize new energy saving solutions, while also considering the
Energy-saving control strategy for ultra-dense network base stations
Aiming at the problem of mobile data traffic surge in 5G networks, this paper proposes an effective solution combining massive multiple-input multiple-output techniques