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- research-articleMay 2023
RouteNet-Fermi: Network Modeling With Graph Neural Networks
- Miquel Ferriol-Galmés,
- Jordi Paillisse,
- José Suárez-Varela,
- Krzysztof Rusek,
- Shihan Xiao,
- Xiang Shi,
- Xiangle Cheng,
- Pere Barlet-Ros,
- Albert Cabellos-Aparicio
IEEE/ACM Transactions on Networking (TON), Volume 31, Issue 6Pages 3080–3095https://doi.org/10.1109/TNET.2023.3269983Network models are an essential block of modern networks. For example, they are widely used in network planning and optimization. However, as networks increase in scale and complexity, some models present limitations, such as the assumption of Markovian ...
- research-articleNovember 2022
Building a Digital Twin for network optimization using Graph Neural Networks
- Miquel Ferriol-Galmés,
- José Suárez-Varela,
- Jordi Paillissé,
- Xiang Shi,
- Shihan Xiao,
- Xiangle Cheng,
- Pere Barlet-Ros,
- Albert Cabellos-Aparicio
Computer Networks: The International Journal of Computer and Telecommunications Networking (CNTW), Volume 217, Issue Chttps://doi.org/10.1016/j.comnet.2022.109329AbstractNetwork modeling is a critical component of Quality of Service (QoS) optimization. Current networks implement Service Level Agreements (SLA) by careful configuration of both routing and queue scheduling policies. However, existing ...