Time-Sensitive Networking (TSN) enables deterministic communication in converged industrial networks. Configuring TSN end stations remains challenging due to dynamic traffic patterns and the lack of explicit application-level requirements. Many legacy and modern applications cannot communicate their quality-of-service...
Hamza Chahed, Susruth Sudhakaran, Andreas Kassler et al.· IEEE International Conferenc...· 0 citations
Future 6G networks are expected to operate as intelligent and autonomous ecosystems where monitoring, prediction, and control are integrated into continuous self-optimization loops. However, many digital-twin-based network management approaches still act mainly as synchronized replicas of the network. They observe the...
J. Sengendo, Andreas Kassler, Fabrizio Granelli· 0 citations
In modern video streaming systems, clients typically make independent bitrate decisions without full knowledge of network conditions, often leading to inefficient resource usage and unstable quality. Network-assisted adaptive streaming is rapidly gaining importance in Network and Service Management (NSM), as operators...
Mustafa Türk, M. Sayıt, A. Begen et al.· IEEE Transactions on Network...· 0 citations
An enhanced Spatiotemporal Network (STN) integrating Scalar LSTM (sLSTM), a more efficient variant designed to improve temporal modeling while reducing computational complexity, is proposed, demonstrating superior generalization for 5G traffic prediction.
Zineddine Bettouche, Khalid Ali, Andreas Fischer et al.· 0 citations
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