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.
What is 5G Energy Consumption?
With 5G projected to increase capacity up to approximately 1000-fold and high frequency millimeter wave (mmWave) transmission driving exponentially higher cell density, this
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
Comparison of Power Consumption Models for 5G Cellular
In order to quantify and optimize the energy consumption of mobile networks, theoretical models are required to estimate the effect of relevant parameters on the total
Power consumption analysis of access network in 5G mobile
The network power efficiency with the consideration of propagation environment and network constraints is investigated to identify the energy-efficient architecture for the 5G
End-to-End Power Models for 5G Radio Access Network
In comparison, the centralized 5G and 5G Cloud C-RAN scenarios consume 12% and 20% less power, respectively, than the Centralized RAN solution. Additionally,
Machine Learning and Analytical Power Consumption
When symbol shutdown is activated, the AAU switches off the MCPAs, and its power consumption is reduced to the sum of the baseline power consumption, P0, the baseband
Comparison of Power Consumption Models for 5G Cellular Network Base
In order to quantify and optimize the energy consumption of mobile networks, theoretical models are required to estimate the effect of relevant parameters on the total
Power consumption based on 5G communication
At present, 5G mobile traffic base stations in energy consumption accounted for 60% ~ 80%, compared with 4G energy consumption increased three times. In the future, high-density
A technical look at 5G energy consumption and performance
Today we see that a major part of energy consumption in mobile networks comes from the radio base station sites and that the consumption is stable.
Comparison of Power Consumption Models for 5G Cellular Network Base
We believe this analytical model represents a fundamental tool for understanding 5G BSs'' power consumption and accurately optimizing the network energy efficiency.
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.