Offre de thèse
Routage et configuration de réseaux TSN et DetNet: des algorithmes de calcul réseau aux contraintes linéaires et apprentissage automatique
Date limite de candidature
16-11-2025
Date de début de contrat
02-03-2026
Directeur de thèse
SONG Ye Qiong
Encadrement
réunion hebdomadaire, suivi des formations de l'ED IAEM, rapport annuel suivi par CSI
Type de contrat
école doctorale
équipe
SIMBIOTcontexte
Time-Sensitive Networks (TSNs) provide deterministic guarantees for latency and reliability in critical systems. Traditional configuration exploration is impractical for large, dynamic networks. The ANR RÉCITAL project aims to automatically generate routing and configuration from latency constraints to optimize network usage.spécialité
Informatiquelaboratoire
LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
Mots clés
Time-Sensitive Networking (TSN), Deterministic Networking (DetNet), Network calculus, Mixed Integer Linear Programming, Machine learning
Détail de l'offre
Cette thèse de doctorat porte sur le routage et la configuration des réseaux sensibles au temps, en utilisant des algorithmes de calcul de réseau, des approches d'optimisation, et de l'apprentissage automatique (cf. sujet détaillé en PDF).
Keywords
Time-Sensitive Networking (TSN), Deterministic Networking (DetNet), Network calculus, Mixed Integer Linear Programming (MILP), Machine learning
Subject details
This doctoral thesis focuses on routing and configuration of time-sensitive networks, using network calculus algorithms, optimization approaches, and machine learning (see detailed topic in the PDF).
Profil du candidat
Background in algebra.
· Very good programming skills.
· Knowledge of computer networks (layered approach, etc).
· Interest in time-sensitive systems is a plus.
· Knowledge on optimization techniques is a plus.
Candidate profile
Background in algebra.
· Very good programming skills.
· Knowledge of computer networks (layered approach, etc).
· Interest in time-sensitive systems is a plus.
· Knowledge on optimization techniques is a plus.
Référence biblio
[TSN] “Time-Sensitive Networking (TSN) Task Group |.” Accessed: Nov. 06, 2022.
Available: https://1.ieee802.org/tsn/
[LeBoudec01] J.-Y. Le Boudec and P. Thiran, Network Calculus, vol. 2050. in Lecture
Notes in Computer Science, vol. 2050. Berlin, Heidelberg: Springer, 2001. doi: 10.1007/3-
540-45318-0.
[Geyer22] F. Geyer and S. Bondorf, “Network Synthesis under Delay Constraints: The
Power of Network Calculus Differentiability,” in IEEE INFOCOM 2022 - IEEE Conference
on Computer Communications, May 2022, pp. 1539–1548. doi:
10.1109/INFOCOM48880.2022.9796777.
[Tsai24] C.-T. Tsai, S. M. Tabatabaee, S. Plassart, and J.-Y. Le Boudec, “Saihu: A common
interface of worst-case delay analysis tools for time-sensitive networks,” SoftwareX, vol.
27, p. 101882, Sept. 2024, doi: 10.1016/j.softx.2024.101882.