Samuel Kopmann, M.Sc.
- Wissenschaftlicher Mitarbeiter
- Raum: 5.05
CS 01.99 - Tel.: +49 721 608-46402
- samuel kopmann ∂does-not-exist.kit edu
- s.kit.edu/skopmann
Forschungsbereich Telematik
Institut für Telematik
Karlsruher Institut für Technologie (KIT)
Gebäude 01.99
Kaiserstraße 40
D-76133 KarlsruheFingerprint☝SHA256:715F2573CC055C2B004F6C3A1B340BE99F711EEE0B8DAE3601404AB7FD841EEB
Fields of interest
Network traffic:
- Monitoring
- Aggregation
- Visual representation
- Classification
Intrusion Detection with Convolutional Neural Networks
- Volumetric DDoS attacks
- Portscans
Federated Training
Network traffic distributions and buffer sizing
Projects:
KIWI - Künstliche Intelligenz für sichere Web-Infrastrukturen mit digitalem Identitätsmanagement
| Supervised Lecture | Semester |
|---|---|
| Einführung in Rechnernetze | SS 21 |
| Telematik | WS 21/22 |
| Einführung in Rechnernetze | SS 22 |
| Telematik | WS 22/23 |
| Title | Topics |
|---|---|
| According to my Fields of Interest - Contact me for information | Traffic Monitoring, Synthesis and Classification |
| Comparative Evaluation of Software- and Hardware-based Visual Traffic Monitoring | Network security |
| Design and Implementation of Dynamic Resolution Adjustment for Visual Traffic Monitoring | Traffic Monitoring |
| Title | Person in charge |
|---|---|
| Efficient Detection of Portscans with Convolutional Neural Networks | Robin MIller |
| Privacy-preserving Multi-pattern DDoS Detection with Federated Training | Julian Hohenöcker |
| Datenvermehrung zur Verbesserung bildbasierter Detektion volumetrischer DDoS Angriffe | vergeben |
| Cascading Mitigation of Volumetric DDoS Attacks with CNNs | Tim Marx |
| Traffic Burstiness and its Correlation with Buffer Utilization Metrics | Philipp Ludwig Waldemar Berdesinski |
| Evaluation of IP-Based Network Filter Rules for DDoS Mitigation by Quantifying Differences to Generated Rule Sets | Robert Brede |
| Machine Learning for Responsive Detection of Volumetric DDoS Attacks | Johannes Eveslage |
| Investigation of Burstiness Metrics in Correlation to Buffer Utilization | Pol Pir Ben Coenen |
| Data Augmentation of Attack Traffic through Probabilistic DDoS Scenario Modelling | Benedikt Rittner |
Publications
HollywooDDoS: Detecting Volumetric Attacks in Moving Images of Network Traffic
Kopmann, S.; Heseding, H.; Zitterbart, M.
2022. 2022 IEEE 47th Conference on Local Computer Networks (LCN), 90–97, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/LCN53696.2022.9843465
Kopmann, S.; Heseding, H.; Zitterbart, M.
2022. 2022 IEEE 47th Conference on Local Computer Networks (LCN), 90–97, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/LCN53696.2022.9843465