Dr. Fabien Geyer

Research Associate
Blank

Postal address

  • Institut für Informatik der
  • Technischen Universität München
  • Lehrstuhl I8
  • Boltzmannstr. 3
  • 85748 Garching bei München - Germany

Contact

My current personal homepage with latest updates is here.

Publications (by date)

2020

  • 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
    [pdf] [dataset] [arxiv].
  • Virtual Cross-Flow Detouring in the Deterministic Network Calculus Analysis
    Steffen Bondorf, Fabien Geyer
    In IFIP Networking 2020, June 2020
    [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 Pdf
Daniel Krieger Discerning of TCP Congestion Control Algorithms in an Emulated Environment MA Dominik Scholz, Fabien Geyer, Minoo Rouhi 2018 Pdf
Henning Stubbe Performance Analysis of P4 on NetFPGA MA Dominik Scholz, Sebastian Gallenmüller, Fabien Geyer 2018 Pdf
Oliver Schmidt A Framework for In-band Network Telemetry using P4 GR Dominik Scholz, Sebastian Gallenmüller, Fabien Geyer 2018 Pdf
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 Pdf
Luca Ciprian Performance Evaluation of P4 with Cryptographic Co-Processor BA Fabien Geyer, Dominik Scholz, Sebastian Gallenmüller 2018 Pdf
Florens Werner Performance Evaluation of OSPF BA Dr. Fabien Geyer 2018 Pdf
Alexander Mildner Performance Guarantees for Wireless Links: Validation using Measurements GR Dr. Fabien Geyer 2018 Pdf
Burak Atalay A Framework for Automated Analysis of P4Runtime MA Dominik Scholz, Fabien Geyer, Sebastian Gallenmüller 2018 Pdf
Thomas Bachmaier Performance Evaluation of Fast In-Band Network Caching of Key-Value Stores IDP Dominik Scholz, Fabien Geyer, Sebastian Gallenmüller, Benedikt Jaeger 2018 Pdf
Lukas Wüsteney Realizing Techniques for Industrial Ethernet Using the P4 Packet Processing Language GR Sebastian Gallenmüller, Dominik Scholz, Fabien Geyer 2017 Pdf
Henning Stubbe Implementing a P4 Benchmarking Suite for libmoon IDP Sebastian Gallenmüller, Dominik Scholz, Fabien Geyer 2017 Pdf
Dominik Schöffmann High-Performance State Machines for Software Packet Processing Systems MA Sebastian Gallenmüller, Dominik Scholz, Fabien Geyer 2017 Pdf
Julius Estler Performance of Programmable Network Cards for Industrial Ethernet MA Dominik Scholz, Sebastian Gallenmüller, Fabien Geyer 2017 Pdf
Benedikt Jaeger Evaluation of TCP BBR mixed with other Congestion Avoidance Algorithms MA Dominik Scholz, Lukas Schwaighofer, Daniel Raumer, Fabien Geyer 2017