ADT: AI-Driven network Telemetry processing on routers

P Foroughi, F Brockners, JL Rougier - Computer Networks, 2023 - Elsevier
Network monitoring is a pivotal part of network management and operations. It is
responsible for monitoring the behavior of the network to assure its functionality within …

Destin: Detecting state transitions in network elements

P Foroughi, W Shao, F Brockners… - 2021 IFIP/IEEE …, 2021 - ieeexplore.ieee.org
Operators are interested in gaining a comprehensive assessment of their network elements
and tracking operational changes. Commonly, this assessment is achieved by performing …

Understanding semantics in feature selection for fault diagnosis in network telemetry data

T Feltin, JAC Fuertes, F Brockners… - NOMS 2023-2023 …, 2023 - ieeexplore.ieee.org
Expert systems for fault diagnosis are computationally expensive to build and maintain, and
lack scalability and inherent adaptability to unknown events or modifications in the topology …

Distributed computing at the smart device edge

T Feltin - 2023 - theses.hal.science
With the increasing capacity of smart devices and an incompatibility of privacy/latency
sensitive applications with cloud computing, edge computing has emerged as the best …

Detection of State Transitions in Network elements: On-box demo

P Foroughi, W Shao, F Brockners… - 2021 IFIP/IEEE …, 2021 - ieeexplore.ieee.org
Modern network devices like routers offer thousands of operational counters. All of them
could be important for network monitoring, though their high number makes this process …