Dr. Fabien Geyer
Research Associate

Postal address
- Institut für Informatik der
- Technischen Universität München
- Lehrstuhl I8
- Boltzmannstr. 3
- 85748 Garching bei München - Germany
Contact
- Tel: +49 89 289 18037
- e-Mail: fgeyer
net.in.tum.de
- Building/Room: MI Building, 03.05.042
My current personal homepage with latest updates is here.
Publications (by date)
2021
-
Tightening Network Calculus Delay Bounds by Predicting Flow Prolongations in the FIFO Analysis
Fabien Geyer, Alexander Scheffler, Steffen Bondorf
In Proceedings of the 27th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS 2021), May 2021
[dataset]. -
Experimental UAV Data Traffic Modeling and Network Performance Analysis
Aygün Baltaci, Markus Klügel, Fabien Geyer, Svetoslav Duhovnikov, Vaibhav Bajpai, Jörg Ott, Dominic Schupke
In Proceedings of the 40th IEEE International Conference on Computer Communications (INFOCOM 2021), May 2021
[code].
2020
-
Precise UWB-Based Localization for Aircraft Sensor Nodes
Cansu Gözde Karadeniz, Fabien Geyer, Thomas Multerer, Dominic Schupke
In Proceedings of the IEEE/AIAA 39th Digital Avionics Systems Conference (DASC 2020), October 2020
doi:10.1109/DASC50938.2020.9256793
[pdf]. -
Graph-based Deep Learning for Fast and Tight Network Calculus Analyses
Fabien Geyer, Steffen Bondorf
In IEEE Transactions on Network Science and Engineering, September 2020
doi:10.1109/TNSE.2020.3025806
[pdf] [dataset]. -
On the Robustness of Deep Learning-predicted Contention Models for Network Calculus
Fabien Geyer, Steffen Bondorf
In Proceedings of the 25th IEEE Symposium on Computers and Communications (ISCC 2020), July 2020
doi:10.1109/ISCC50000.2020.9219693
[pdf] [dataset] [arxiv]. -
Virtual Cross-Flow Detouring in the Deterministic Network Calculus Analysis
Steffen Bondorf, Fabien Geyer
In IFIP Networking 2020, June 2020
ISBN: 978-3-903176-28-7
[pdf].
2019
-
On the Learnability of Software Router Performance via CPU Measurements
Charles Shelbourne, Leonardo Linguaglossa, Aldo Lipani, Tianzhu Zhang, Fabien Geyer
In Proceedings of the 2019 CoNEXT Student Workshop, December 2019
doi:10.1145/3360468.3366776
[pdf] [dataset]. -
Cryptographic Hashing in P4 Data Planes
Dominik Scholz, Andreas Oeldemann, Fabien Geyer, Sebastian Gallenmüller, Henning Stubbe, Thomas Wild, Andreas Herkersdorf, Georg Carle
In Proceedings of the 2nd P4 Workshop In Europe (EuroP4 2019), September 2019
doi:10.1109/ANCS.2019.8901886
[pdf] [slides]. -
Demonstrating the Cost of Collecting In-Network Measurements for High-Speed VNFs
Leonardo Linguaglossa, Fabien Geyer, Wenqin Shao, Frank Brockners, Georg Carle
In Proceedings of IFIP Network Traffic Measurement and Analysis Conference (IFIP tma 2019), June 2019
doi:10.23919/TMA.2019.8784546
[pdf]. -
Reproducible Measurements of TCP BBR Congestion Control
Benedikt Jaeger, Dominik Scholz, Daniel Raumer, Fabien Geyer, Georg Carle
In Computer Communications, Elsevier BV, May 2019
doi:10.1016/j.comcom.2019.05.011
[pdf] [code]. -
DeepMPLS: Fast Analysis of MPLS Configurations Using Deep Learning
Fabien Geyer, Stefan Schmid
In IFIP Networking 2019, May 2019
doi:10.23919/IFIPNetworking.2019.8816842
[pdf] [dataset] [code] [slides]. -
DTLS Performance - How Expensive is Security?
Sebastian Gallenmüller, Dominik Schöffmann, Dominik Scholz, Fabien Geyer, Georg Carle
In Arxiv:1904:11423, April 2019 [dataset] [code]. -
DeepTMA: Predicting Effective Contention Models for Network Calculus using Graph Neural Networks
Fabien Geyer, Steffen Bondorf
In Proceedings of the 38th IEEE International Conference on Computer Communications (INFOCOM 2019), April 2019
doi:10.1109/INFOCOM.2019.8737496
[pdf] [dataset]. -
Performance Perspective on Private Distributed Ledger Technologies for Industrial Networks
Fabien Geyer, Holger Kinkelin, Hendrik Leppelsack, Stefan Liebald, Dominik Scholz, Georg Carle, Dominic Schupke
In Proceedings of the International Conference on Networked Systems (NetSys 2019), March 2019
doi:10.1109/NetSys.2019.8854512. -
Deterministic Network Calculus Analysis of Multicast Flows
Steffen Bondorf, Fabien Geyer
In Systems Modeling: Methodologies and Tools, Springer International Publishing, 2019
doi:10.1007/978-3-319-92378-9_5
ISBN: 978-3-319-92378-9.
2018
-
DeepComNet: Performance Evaluation of Network Topologies using Graph-Based Deep Learning
Fabien Geyer
In Performance Evaluation, December 2018
doi:10.1016/j.peva.2018.12.003
[pdf]. -
The Case for a Network Calculus Heuristic: Using Insights from Data for Tighter Bounds
Fabien Geyer, Georg Carle
In Proceedings of the 2018 International Workshop on Network Calculus and Applications (NetCal 2018), September 2018
doi:10.1109/ITC30.2018.10060
[pdf] [dataset]. -
Learning and Generating Distributed Routing Protocols Using Graph-Based Deep Learning
Fabien Geyer, Georg Carle
In Proceedings of the 2018 SIGCOMM Workshop on Big Data Analytics and Machine Learning For Data Communication Networks (Big-dama 2018), August 2018
doi:10.1145/3229607.3229610
[pdf]. -
Rapid Prototyping of Avionic Applications Using P4
Dominik Scholz, Fabien Geyer, Sebastian Gallenmüller, Georg Carle
In 5th P4 Workshop, June 2018
[pdf]. -
Towards a Deeper Understanding of TCP BBR Congestion Control
Dominik Scholz, Benedikt Jaeger, Lukas Schwaighofer, Daniel Raumer, Fabien Geyer, Georg Carle
In IFIP Networking 2018, May 2018
doi:10.23919/IFIPNetworking.2018.8696830
[pdf] [code]. -
Deterministic Network Calculus Analysis of Multicast Flows
Fabien Geyer
Talk given at the 4th Workshop on Network Calculus, February 2018
[link]. -
Towards Embedded Packet Processing Devices for Rapid Prototyping of Avionic Applications
Fabien Geyer, Max Winkel
In Proceedings of the 9th European Congress Embedded Real Time Software and Systems (ERTS 2018), February 2018
[link].
2017
-
Aircraft Network Deployment Optimization with k-Survivability
Alireza Zamani, Fabien Geyer, Alexandros Elefsiniotis, Anke Schmeink
In Proceedings of the 11th IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS 2017), December 2017
doi:10.1109/ANTS.2017.8384192. -
Performance Evaluation of Network Topologies using Graph-Based Deep Learning
Fabien Geyer
In Proceedings of the 11th International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS 2017), December 2017
doi:10.1145/3150928.3150941
[pdf]. -
Self-Configuring Deterministic Network with In-Band Configuration Channel
Peter Heise, Fabien Geyer, Roman Obermaisser
In Proceedings of the 4th IEEE International Conference on Software Defined Systems (SDS 2017), May 2017
doi:10.1109/SDS.2017.7939158. -
Routing Optimization for SDN Networks Based on Pivoting Rules for the Simplex Algorithm
Fabien Geyer
In Proceedings of the 13th International Conference on Design of Reliable Communication Networks (DRCN 2017), March 2017
ISBN: 978-3-8007-4383-4
[link]. -
Rapid Prototyping of Packet Processing Devices for Aeronautical Applications
Fabien Geyer, Max Winkel, Stefan Schneele
In Proceedings of the 6th International Workshop on Aircraft System Technologies (AST 2017), Shaker-Verlag, February 2017
ISBN: 978-3-8440-5086-8.
2016
-
TSimNet: An industrial Time Sensitive Networking simulation framework based on OMNeT++
Peter Heise, Fabien Geyer, Roman Obermaisser
In Proceedings of the 8th IFIP International Conference on New Technologies, Mobility and Security (NTMS), November 2016
doi:10.1109/NTMS.2016.7792488. -
Generalizing Network Calculus Analysis to Derive Performance Guarantees for Multicast Flows
Steffen Bondorf, Fabien Geyer
In Proceedings of the 10th International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS 2016), October 2016
doi:10.4108/eai.25-10-2016.2266598
[pdf]. -
Towards Automatic Performance Optimization of Networks Using Machine Learning
Fabien Geyer, Georg Carle
In Proceedings of the 17th International Network Strategy and Planning Symposium (NETWORKS 2016), September 2016
doi:10.1109/NETWKS.2016.7751147. -
Self-Configuring Real-Time Communication Network based on OpenFlow
Peter Heise, Marc Lasch, Fabien Geyer, Roman Obermaisser
In Proceedings of the 22nd IEEE International Symposium on Local and Metropolitan Area Networks (LANMAN 2016), June 2016
doi:10.1109/LANMAN.2016.7548851. -
Network Engineering for Real-Time Networks: Comparison of Automotive and Aeronautic Industries Approaches
Fabien Geyer, Georg Carle
In IEEE Communications Magazine, February 2016
doi:10.1109/MCOM.2016.7402269.
2015
-
Deterministic OpenFlow: Performance Evaluation of SDN Hardware for Avionic Networks
Peter Heise, Fabien Geyer, Roman Obermaisser
In Proceedings of the 11th International Conference on Network and Service Management (CNSM 2015), November 2015
doi:10.1109/CNSM.2015.7367385. -
Multi-Objective Optimization of Aircraft Networks for Weight, Performance and Survivability
Fabien Geyer, Alexandros Elefsiniotis, Dominic Schupke, Stefan Schneele
In Proceedings of the 7th International Workshop on Reliable Networks Design and Modeling (RNDM 2015), October 2015
doi:10.1109/RNDM.2015.7325251
ISBN: 978-1-4673-8051-5. -
End-to-End Flow-Level Quality-of-Service Guarantees for Switched Networks
Fabien Geyer
PhD thesis, Technische Universität München, July 2015
ISBN: 978-3-937201-49-8
[pdf]. -
Towards a Deterministic Mixed Criticality High Availability Seamless Redundancy (HSR) Ring
Peter Heise, Fabien Geyer, Alexandros Elefsiniotis, Roman Obermaisser
In Proceedings of the 8th International Workshop Communication Technologies For Vehicles (Nets4Cars/nets4trains/nets4aircraft 2015), May 2015
doi:10.1007/978-3-319-17765-6_17
ISBN: 978-3-319-17765-6.
2014
-
PETFEN: A Performance Evaluation Tool for Flow-Level Network Modeling of Ethernet Networks
Fabien Geyer, Stefan Schneele, Georg Carle
In Proceedings of the 8th International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS 2014), December 2014
doi:10.4108/icst.valuetools.2014.258166
[pdf]. -
Towards Stochastic Flow-Level Network Modeling: Performance Evaluation of Short TCP Flows
Fabien Geyer, Stefan Schneele, Georg Carle
In Proceedings of the 39th IEEE Conference on Local Computer Networks (LCN 2014), September 2014
doi:10.1109/LCN.2014.6925817. -
Towards Reliability Evaluation of AFDX, Avionic Communication Systems With Rare-Event Simulation
Armin Zimmermann, Sven Jäger, Fabien Geyer
In Proceedings of the 12th Probabilistic Safety Assessment & Management Conference (PSAM 2014), June 2014
[pdf]. -
Performance Evaluation of an Ethernet-Based Cabin Network Architecture Supporting a Low-Latency Service
Fabien Geyer, Stefan Schneele, Wolfgang Fischer
In Proceedings of the 6th International Workshop Communication Technologies For Vehicles (Nets4Cars/nets4trains/nets4aircraft), May 2014
doi:10.1007/978-3-319-06644-8_7. -
Advances in TCP Network Calculus - Handling Crosstraffic and ON/OFF Flows
Fabien Geyer
Talk given at the 2nd Workshop on Network Calculus, March 2014
[link].
2013
-
Practical Performance Evaluation of Ethernet Networks with Flow-Level Network Modeling
Fabien Geyer, Stefan Schneele, Georg Carle
In Proceedings of the 7th International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS 2013), December 2013
doi:10.4108/icst.valuetools.2013.254367
[pdf]. -
Evaluation of Audio/Video Bridging Forwarding Method in an Avionics Switched Ethernet Context
Fabien Geyer, Emanuel Heidinger, Stefan Schneele, Alexander Bodisco
In Proceedings of the 18th IEEE Symposium on Computers and Communications (ISCC 2013), July 2013
doi:10.1109/ISCC.2013.6755032. -
Simulation and Performance Evaluation of an Aircraft Cabin Network Node
Fabien Geyer, Stefan Schneele, Matthias Heinisch, Peter Klose
In Proceedings of the 4th International Workshop on Aircraft System Technologies (AST 2013), Shaker-Verlag, April 2013
ISBN: 978-3-8440-1850-9. -
RENETO, a Realistic Network Traffic Generator for OMNeT++/INET
Fabien Geyer, Stefan Schneele, Georg Carle
In Proceedings of the 6th International Conference on Simulation Tools and Techniques (SIMUTOOLS 2013), March 2013
doi:10.4108/icst.simutools.2013.251697
ISBN: 978-1-4503-2464-9.
2012
-
Comparison of IEEE AVB and AFDX
Stefan Schneele, Fabien Geyer
In Proceedings of the 31st IEEE/AIAA Digital Avionics Systems Conference (DASC 2012), October 2012
doi:10.1109/DASC.2012.6382405. -
A Performance Study of Audio Video Bridging in Aeronautic Ethernet Networks
Emanuel Heidinger, Fabien Geyer, Stefan Schneele, Michael Paulitsch
In Proceedings of the 7th IEEE International Symposium on Industrial Embedded Systems (SIES 2012), June 2012
doi:10.1109/SIES.2012.6356571.
Supervised Theses
Finished
Author | Title | Type | Advisors | Year | Links |
Peter Okelmann | Optimization of Software-Routers using Machine Learning | IDP | Leonardo Linguaglossa, Paul Emmerich, Fabien Geyer | 2019 | |
Victoria Simon | Benchmarking Deep Learning Approaches for Routing in a Reproducible Environment | MA | Fabien Geyer, Leonardo Linguaglossa, Benedikt Jaeger | 2019 | |
Ivan Kendzor | Modeling Scheduling Algorithms in Network Calculus | BA | Max Helm, Henning Stubbe, Dominik Scholz, Fabien Geyer | 2019 |
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Daniel Krieger | Discerning of TCP Congestion Control Algorithms in an Emulated Environment | MA | Dominik Scholz, Fabien Geyer, Minoo Rouhi | 2018 |
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Henning Stubbe | Performance Analysis of P4 on NetFPGA | MA | Dominik Scholz, Sebastian Gallenmüller, Fabien Geyer | 2018 |
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Oliver Schmidt | A Framework for In-band Network Telemetry using P4 | GR | Dominik Scholz, Sebastian Gallenmüller, Fabien Geyer | 2018 |
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Josef Schmeißer | Congestion control with Graph Neural Network and Reinforcement Learning | IDP | Fabien Geyer, Benedikt Jaeger | 2018 | |
Zhihui Pan | Predicting Internet Paths Dynamics using Machine Learning | BA | Fabien Geyer, Benedikt Jaeger | 2018 |
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Luca Ciprian | Performance Evaluation of P4 with Cryptographic Co-Processor | BA | Fabien Geyer, Dominik Scholz, Sebastian Gallenmüller | 2018 |
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Florens Werner | Performance Evaluation of OSPF | BA | Dr. Fabien Geyer | 2018 |
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Alexander Mildner | Performance Guarantees for Wireless Links: Validation using Measurements | GR | Dr. Fabien Geyer | 2018 |
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Burak Atalay | A Framework for Automated Analysis of P4Runtime | MA | Dominik Scholz, Fabien Geyer, Sebastian Gallenmüller | 2018 |
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Thomas Bachmaier | Performance Evaluation of Fast In-Band Network Caching of Key-Value Stores | IDP | Dominik Scholz, Fabien Geyer, Sebastian Gallenmüller, Benedikt Jaeger | 2018 |
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Lukas Wüsteney | Realizing Techniques for Industrial Ethernet Using the P4 Packet Processing Language | GR | Sebastian Gallenmüller, Dominik Scholz, Fabien Geyer | 2017 |
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Henning Stubbe | Implementing a P4 Benchmarking Suite for libmoon | IDP | Sebastian Gallenmüller, Dominik Scholz, Fabien Geyer | 2017 |
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Dominik Schöffmann | High-Performance State Machines for Software Packet Processing Systems | MA | Sebastian Gallenmüller, Dominik Scholz, Fabien Geyer | 2017 |
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Julius Estler | Performance of Programmable Network Cards for Industrial Ethernet | MA | Dominik Scholz, Sebastian Gallenmüller, Fabien Geyer | 2017 |
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Benedikt Jaeger | Evaluation of TCP BBR mixed with other Congestion Avoidance Algorithms | MA | Dominik Scholz, Lukas Schwaighofer, Daniel Raumer, Fabien Geyer | 2017 |