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Apr 29, 2024 · We propose an energy-saving approach based on deep Q-network, which achieve a better trade-off among the energy consumption, the throughput, and the first ...
In this work, we utilize a softgoal interdependency graph decomposition model to assist energy-saving scheme design. Meanwhile, we propose an energy-saving ...
Apr 29, 2024 · The paper presents a promising approach for improving the energy efficiency of radio access networks using a decomposition model and deep Q-network.
Decomposition Model Assisted Energy-Saving Design in Radio ...
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The decomposition model helps identify conflicts between energy-saving operations and network objectives, and updates the weights between the softgoals, leaf- ...
Mechanisms to conserve power on the radio, such as turning it off when not needed, using more efficient power amplifiers, and using massive MIMO antennas will ...
Missing: Decomposition | Show results with:Decomposition
Decomposition Model Assisted Energy-Saving Design in Radio Access Network · Computer Science, Engineering. ArXiv · 2024.
In this paper, we present a network intent decomposition and optimization mechanism in an energy-aware radio access network scenario. By characterizing the ...
In radio access networks, the base stations' (BSs) power consumption does not merely depend on the traffic loads within its coverage.
Jul 2, 2024 · Trials have highlighted that this solution achieves an energy saving gain of 20% relative to an always-on network deployment. Where switching ...
Missing: Decomposition | Show results with:Decomposition
Apr 29, 2024 · This paper presents a novel framework for decomposing and optimizing network intents to enable energy-efficient management of radio access networks.