Today, network operators still lack functional network models able to make accurate predictions of end-to-end Key Performance Indicators (e.g., delay).This thesis introduces the benchmark for computer network modeling using the RouteNet Graph Neural Network as well as a routing creation algorithm
© 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Graph neural networks (GNN) have shown outstanding applications in fields where data is essentially ...
Accurate routing network status estimation is a key component in Software Defined Networking. Howeve...
Today, network operators still lack functional network models able to make accurate predictions of e...
Today, network operators still lack functional network models able to make accurate predictions of e...
Recently, a Graph Neural Network (GNN) model called RouteNet was proposed as a method to estimate e...
The human brain’s reasoning is postulated to be done by the creation of graphs from the experiences ...
Network modeling is a fundamental tool in network research, design, and operation. Arguably the most...
Autonomous network management is crucial for Fifth Generation (5G) and Beyond 5G (B5G) networks, whe...
Publisher Copyright: © 2021 IFIP.Dynamic resource provisioning and quality assurance for the plethor...
The final publication is available at ACM via http://dx.doi.org/10.1145/3229607.3229613Recent trends...
Network modeling is a critical component for building self-driving Software-Defined Networks.Traditi...
Network modeling is a critical component for building self-driving Software-Defined Networks, partic...
Autonomous Fifth Generation (5G) and Beyond 5G (B5G) networks require modelling tools to predict the...
Extreme connectivity, dynamic resource provision-ing and demand of quality assurance in 5G and Beyon...
© 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Graph neural networks (GNN) have shown outstanding applications in fields where data is essentially ...
Accurate routing network status estimation is a key component in Software Defined Networking. Howeve...
Today, network operators still lack functional network models able to make accurate predictions of e...
Today, network operators still lack functional network models able to make accurate predictions of e...
Recently, a Graph Neural Network (GNN) model called RouteNet was proposed as a method to estimate e...
The human brain’s reasoning is postulated to be done by the creation of graphs from the experiences ...
Network modeling is a fundamental tool in network research, design, and operation. Arguably the most...
Autonomous network management is crucial for Fifth Generation (5G) and Beyond 5G (B5G) networks, whe...
Publisher Copyright: © 2021 IFIP.Dynamic resource provisioning and quality assurance for the plethor...
The final publication is available at ACM via http://dx.doi.org/10.1145/3229607.3229613Recent trends...
Network modeling is a critical component for building self-driving Software-Defined Networks.Traditi...
Network modeling is a critical component for building self-driving Software-Defined Networks, partic...
Autonomous Fifth Generation (5G) and Beyond 5G (B5G) networks require modelling tools to predict the...
Extreme connectivity, dynamic resource provision-ing and demand of quality assurance in 5G and Beyon...
© 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for a...
Graph neural networks (GNN) have shown outstanding applications in fields where data is essentially ...
Accurate routing network status estimation is a key component in Software Defined Networking. Howeve...