3 papers
A Queuing Envelope Model for Estimating Latency Guarantees in Deterministic Networking Scenarios
Nataliia Koneva, Alfonso Sánchez-Macián, José Alberto Hernández +2
Accurate estimation of queuing delays is crucial for designing and optimizing communication networks, particularly in the context of Deterministic Networking (DetNet) scenarios. Th…
Reinforcement-Learning based routing for packet-optical networks with hybrid telemetry
A. L. GarcÃa Navarro, Nataliia Koneva, Alfonso Sánchez-Macián +3
This article provides a methodology and open-source implementation of Reinforcement Learning algorithms for finding optimal routes in a packet-optical network scenario. The algorit…
On optimizing Inband Telemetry systems for accurate latency-based service deployments
Nataliia Koneva, Alfonso Sánchez-Macián, José Alberto Hernández +1
The power of Machine Learning and Artificial Intelligence algorithms based on collected datasets, along with the programmability and flexibility provided by Software Defined Networ…