Intelligent Network-Level Energy Saving Strategy With STGNN-Driven Traffic Prediction and Path Optimization in Transport Networks and Field Trial

Intelligent Network-Level Energy Saving Strategy With STGNN-Driven Traffic Prediction and Path Optimization in Transport Networks and Field Trial

With the evolution of green communication networks, device-level energy saving approaches face diminishing returns due to fundamental hardware limitations, while persistent traffic imbalances in metropolitan transport networks create untapped optimization potential. This work reveals that the inhere...

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Bibliographic Details
Main Authors: Xinyu Chen, Liuyan Han, Minxue Wang, Jiang Sun, Yong Gao, Xuegang Ou, Dechao Zhang, Han Li
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Energy saving
traffic prediction
graph neural network
resource allocation
Online Access:https://ieeexplore.ieee.org/document/11062900/
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