16 citations · 34 across the 7 of their papers we have counts for
7 papers
Differentiable Programming & Network Calculus: Configuration Synthesis under Delay Constraints
Fabien Geyer, Steffen Bondorf
With the advent of standards for deterministic network behavior, synthesizing network designs under delay constraints becomes the natural next task to tackle. Network Calculus (NC)…
Precise Onboard Aircraft Cabin Localization using UWB and ML
Fabien Geyer, Dominic Schupke
Precise indoor positioning systems (IPSs) are key to perform a set of tasks more efficiently during aircraft production, operation and maintenance. For instance, IPSs can overcome…
Network Calculus with Flow Prolongation -- A Feedforward FIFO Analysis enabled by ML
Fabien Geyer, Alexander Scheffler, Steffen Bondorf
The derivation of upper bounds on data flows' worst-case traversal times is an important task in many application areas. For accurate bounds, model simplifications should be avoide…
RiskNet: Neural Risk Assessment in Networks of Unreliable Resources
Krzysztof Rusek, Piotr Boryło, Piotr Jaglarz +3
We propose a graph neural network (GNN)-based method to predict the distribution of penalties induced by outages in communication networks, where connections are protected by resou…
Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities
José Suárez-Varela, Paul Almasan, Miquel Ferriol-Galmés +8
Graph neural networks (GNN) have shown outstanding applications in many fields where data is fundamentally represented as graphs (e.g., chemistry, biology, recommendation systems).…
On the Robustness of Deep Learning-predicted Contention Models for Network Calculus
Fabien Geyer, Steffen Bondorf
The network calculus (NC) analysis takes a simple model consisting of a network of schedulers and data flows crossing them. A number of analysis "building blocks" can then be appli…
DTLS Performance - How Expensive is Security?
Sebastian Gallenmüller, Dominik Schöffmann, Dominik Scholz +2
Secure communication is an integral feature of many Internet services. The widely deployed TLS protects reliable transport protocols. DTLS extends TLS security services to protocol…