Data-Driven Energy Efficiency Modeling in Large-Scale Networks: An Expert Knowledge and ML-Based Approach

The energy consumption of mobile networks poses a critical challenge. Mitigating this concern necessitates the deployment and optimization of network energy-saving solutions, such as carrier shutdown, to dynamically manage network resources. Traditional optimization approaches encounter complexity d...

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Bibliographic Details
Main Authors: David Lopez-Perez, Antonio De Domenico, Nicola Piovesan, Merouane Debbah
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Transactions on Machine Learning in Communications and Networking
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Online Access:https://ieeexplore.ieee.org/document/10547043/
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