Christian Vielhaus

Dipl.-Ing. Christian Vielhaus

PhD Researcher

Christian Vielhaus is a PhD researcher at the “Deutsche Telekom Chair of Communication Networks” at TU Dresden since March 2020.
His current research focus is machine learning for communication networks.

Contact

Office: Building Barkhausen-Bau (BAR), Helmholtzstr. 18, Room BAR I12
Phone: +49 351 46335337
Email: christian.vielhaus@tu-dresden.de

Research Interests

  • Machine learning in networking
  • Network simulation / emulation
  • Congestion control

Teaching

SS 23

  • Cooperative Communication Systems
  • Communication Networks 1

SS 22

  • Cooperative Communication Systems
  • Hauptseminar
  • MINT EC Camp

SS 21

  • Fundamentals of Electrical Engineering 2

WS 20/21

  • Oberseminar
  • Problem-Based Learning
  • Fundamentals of Electrical Engineering 1

SS 20

  • Communication Networks 2

Supervision

Diploma / Master Thesis

  • Increasing the Resilience of Opportunistic Routing Protocols with Distributed Packet Forwarding and Error Correction Schemes (Hugo Forrat)
  • Machine-Learning-based Point Cloud Completion for the Estimation of Deformed Surfaces from Partial Views (Max Kirchner)
  • Mobility- and Incentive-aware Task Offloading Framework considering inter-dependency of tasks in Device-enhanced MEC systems (Osel Lhamo)
  • Predictive Quality of Service in Cellular Networks (Abhiram Uppoor)
  • Calibration of mobile network simulations with measurement data (Xuefan Wang)

Student / Bachelor Thesis

  • Improving the robustness of congestion control algorithms based on deep reinforcement learning (Helmut Michael Zeisel)
  • Deep Reinforcement Learning for Handovers in Mobile Networks (Xianran Liu)
  • Rate control algorithms for WiFi with machine learning (Mingyu Ma)
  • Marina traffic prediction at water locks (Frederik Ptok)

Projects

Awards

Reviews

  • European Wireless 2021 & 2022

Publications

26 entries « 2 of 3 »

2023

Hernangómez, Rodrigo; Geuer, Philipp; Palaios, Alexandros; Schäufele, Daniel; Watermann, Cara; Taleb-Bouhemadi, Khawla; Parvini, Mohammad; Krause, Anton; Partani, Sanket; Vielhaus, Christian Leonard; Kasparick, Martin; Külzer, Daniel F.; Burmeister, Friedrich; Fitzek, Frank H. P.; Schotten, Hans D.; Fettweis, Gerhard P.; Stańczak, Sławomir

Berlin V2X: A Machine Learning Dataset from Multiple Vehicles and Radio Access Technologies Proceedings Article

In: Vehicular Technology Conference (VTC2023-Spring), pp. 1-5, IEEE, Florence, Italy, 2023.

Links | BibTeX

Hofer, Johannes; Sossalla, Peter; Rischke, Justus; Vielhaus, Christian Leonard; Reisslein, Martin; Fitzek, Frank H. P.

Circular Frame Buffer to Enhance Map Synchronization in Edge Assisted SLAM Proceedings Article

In: International Conference on Communications (ICC), pp. 210-215, IEEE, Rome, Italy, 2023.

Links | BibTeX

Latzko, Vincent; Lhamo, Osel; Mehrabi, Mahshid; Vielhaus, Christian Leonard; Fitzek, Frank H. P.

Energy-Aware and Fair Multi-User Multi-Task Computation Offloading Proceedings Article

In: 2023 International Conference on Computing, Networking and Communications (ICNC 2023), Honolulu, Hawaii, 2023.

Links | BibTeX

Sossalla, Peter; Hofer, Johannes; Vielhaus, Christian Leonard; Rischke, Justus; Fitzek, Frank H. P.

Offloading Visual SLAM Processing to the Edge: An Energy Perspective Proceedings Article

In: 2023 International Conference on Information Networking (ICOIN) (ICOIN 2023), Bangkok, Thailand, 2023.

Links | BibTeX

Busch, Johannes V. S.; Voelckner, Robert; Sossalla, Peter; Vielhaus, Christian Leonard; Calandra, Roberto; Fitzek, Frank H. P.

Deep Reinforcement Learning for the Joint Control of Traffic Light Signaling and Vehicle Speed Advice Proceedings Article

In: IEEE, 2023.

BibTeX

Schwenteck, Paul; Zimmermann, Sandra; Trenschel, Tobias; Vielhaus, Christian Leonard; Cabrera, Juan A.; Fitzek, Frank H. P.

Coding for Distributed Caching in High Mobility MANET Proceedings Article

In: European Wireless (EW), Rome, Italy, 2023.

BibTeX

2022

Hernangomez, Rodrigo; Geuer, Philipp; Palaios, Alexandros; Schäufele, Daniel; Watermann, Cara; Taleb-Bouhemadi, Khawla; Parvini, Mohammad; Krause, Anton; Partani, Sanket; Vielhaus, Christian Leonard; Kasparick, Martin; Külzer, Daniel F.; Burmeister, Friedrich; Fitzek, Frank H. P.; Schotten, Hans D.; Fettweis, Gerhard P.; Stańczak, Sławomir

Berlin V2X Medium

IEEE Dataport, 2022, visited: 08.12.2022.

Links | BibTeX

Rischke, Justus; Vielhaus, Christian Leonard; Sossalla, Peter; Wang, Junyue; Fitzek, Frank H. P.

Comparison of UPF acceleration technologies and their tail-latency for URLLC Proceedings Article

In: 2022 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) (NFV-SDN'22), Phoenix, USA, 2022.

Abstract | Links | BibTeX

Sossalla, Peter; Hofer, Johannes; Rischke, Justus; Vielhaus, Christian Leonard; Nguyen, Giang T.; Reisslein, Martin; Fitzek, Frank H. P.

DynNetSLAM: Dynamic Visual SLAM Network Offloading Journal Article

In: IEEE Access, 2022.

Links | BibTeX

Vielhaus, Christian Leonard; Busch, Johannes V. S.; Geuer, Philipp; Palaios, Alexandros; Rischke, Justus; Külzer, Daniel Fabian; Latzko, Vincent; Fitzek, Frank H. P.

Handover Predictions as an Enabler for Anticipatory Service Adaptations in Next-Generation Cellular Networks Proceedings Article

In: The 20th ACM International Symposium on Mobility Management and Wireless Access (ACM MobiWac 2022), Montreal, Canada, 2022.

Links | BibTeX

26 entries « 2 of 3 »