collaborators

5 papers

cs.NI2026

Scaling 5G-TSN Bridges: Operating Regimes, Scheduling, and Time Synchronisation Under Heterogeneous Industrial Traffic

Mohamed Seliem, Utz Roedig, Cormac Sreenan +1

3GPP Release 16 enables a 5G system to operate as a transparent IEEE 802.1 TSN bridge, but its scalability under heterogeneous industrial workloads remains insufficiently character…

cs.LG2026

Behaviour-Conditioned Neural Processes for Adaptive Residential Short-Term Load Forecasting

Ramin Soleimani, Andrea Visentin, Dirk Pesch

Residential short-term load forecasting (STLF) is challenging because household demand is heterogeneous, temporally variable, and shaped by diverse behavioural routines. This work…

cs.NI2025

QoS-Aware Proportional Fairness Scheduling for Multi-Flow 5G UEs: A Smart Factory Perspective

Mohamed Seliem, Utz Roedig, Cormac Sreenan +1

Private 5G networks are emerging as key enablers for smart factories, where a single device often handles multiple concurrent traffic flows with distinct Quality of Service (QoS) r…

cs.NI2025

SDAP-based QoS Flow Multiplexing Support in Simu5G for 5G NR Simulation

Mohamed Seliem, Utz Roedig, Cormac Sreenan +1

The Service Data Adaptation Protocol (SDAP) plays a central role in 5G New Radio (NR), acting as a bridge between the core and radio networks, by enabling QoS Flow multiplexing ove…

cs.NI2025

Resilient Time-Sensitive Networking for Industrial IoT: Configuration and Fault-Tolerance Evaluation

Mohamed Seliem, Dirk Pesch, Utz Roedig +1

Time-Sensitive Networking (TSN) is increasingly adopted in industrial systems to meet strict latency, jitter, and reliability requirements. However, evaluating TSN's fault toleranc…