Publications

2022

Journal Articles

  • Kramer, Patrick; Diederich, Philip; Kramer, Corinna; Pries, Rastin; Kellerer, Wolfgang; Blenk, Andreas: D2A: Operating a Service Function Chain Platform with Data-Driven Scheduling Policies. IEEE Transactions on Network and Service Management, 2022, 1-1 more… BibTeX Full text ( DOI )

2021

Books / Contributions to Collections

  • Blenk, Andreas; Krämer, Patrick; Zerwas, Johannes; Schmid, Stefan: Designing Algorithms for Data-Driven Network Management and Control: State-of-the-Art and Challenges – 8. In: Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning. John Wiley & Sons, Ltd, 2021 more… BibTeX Full text ( DOI )

Journal Articles

  • Krämer, Patrick; Blenk, Andreas: Navigating Communication Networks with Deep Reinforcement Learning. Electronic Communications of the EASST, 2021, Volume 80: Conference on Networked Systems 2021 (NetSys 2021) more… BibTeX Full text ( DOI )

Conference Papers

  • Krämer, Patrick; Diederich, Philip; Krämer, Corinna; Pries, Rastin; Kellerer, Wolfgank; Blenk, Andreas: sfc2cpu: Operating a Service Function Chain Platform with Neural Combinatorial Optimization. IM 2021, 2021 more… BibTeX Full text (mediaTUM)
  • Martínez Alba, Alberto; Babarczi, Péter; Blenk, Andreas; He, Mu; Krämer, Patrick; Zerwas, Johannes; Kellerer, Wolfgang: Modeling the Cost of Flexibility in Communication Networks. IEEE INFOCOM 2021 - IEEE Conference on Computer Communications, 2021 more… BibTeX Full text (mediaTUM)

2020

Journal Articles

  • Babarczi, Péter; Klügel, Markus; Martínez Alba, Alberto; He, Mu; Zerwas, Johannes; Kalmbach, Patrick; Blenk, Andreas; Kellerer, Wolfgang: A mathematical framework for measuring network flexibility. Computer Communications 164, 2020, 13-24 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

2019

Journal Articles

  • Kellerer, Wolfgang; Kalmbach, Patrick; Blenk, Andreas; Basta, Arsany; Reisslein, Martin; Schmid, Stefan: Adaptable and Data-Driven Softwarized Networks: Review, Opportunities, and Challenges. Proceedings of the IEEE 107 (4), 2019, 711 - 731 more… BibTeX Full text ( DOI ) Full text (mediaTUM)
  • Zerwas, Johannes; Kalmbach, Patrick; Schmid, Stefan; Blenk, Andreas: Ismael: Using Machine Learning To Predict Acceptance of Virtual Clusters in Data Centers. IEEE Transactions on Network and Service Management, 2019 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

Conference Papers

  • Zerwas, Johannes; Kalmbach, Patrick; Henkel, Laurenz; Retvari, Gabor; Kellerer, Wolfgang; Blenk, Andreas; Schmid, Stefan: NetBOA: Self-Driving Network Benchmarking. ACM SIGCOMM 2019 Workshop on Network Meets AI & ML (NetAI '19), 2019 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

Conference Papers / Poster

  • Kalmbach, Patrick; Blenk, Andreas; Kellerer, Wolfgang; Pries, Rastin; Jarschel, Michael; Hoffmann, Marco: GPU Accelerated Planning and Placement of Edge Clouds. International Conference on Networked Systems (NetSys), 2019 more… BibTeX Full text (mediaTUM)
  • Kalmbach, Patrick; Lipp, Fabian; Hock, David; Kellerer, Wolfgang; Blenk, Andreas: NOracle: Who is communicating with whom in my network? SIGCOMM'19, 2019 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

2018

Conference Papers

  • Blenk, Andreas; Kalmbach, Patrick; Zerwas, Johannes; Jarschel, Michael; Schmid, Stefan; Kellerer, Wolfgang: NeuroViNE: A Neural Preprocessor for Your Virtual Network Embedding Algorithm. 37th IEEE Conference on Computer Communications (INFOCOM), 2018 more… BibTeX Full text (mediaTUM)
  • Kalmbach, Patrick; Zerwas, Johannes; Babarczi, Péter; Blenk, Andreas; Kellerer, Wolfgang; Schmid, Stefan: Empowering Self-Driving Networks. Proceedings of the Afternoon Workshop on Self-Driving Networks - SelfDN 2018, ACM Press, 2018 more… BibTeX Full text ( DOI ) Full text (mediaTUM)
  • Zerwas, Johannes; Kalmbach, Patrick; Fuerst, Carlo; Ludwig, Arne; Blenk, Andreas; Kellerer, Wolfgang; Schmid, Stefan: AHAB: Data-Driven Virtual Cluster Hunting. IFIP Networking 2018, 2018 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

Conference Papers / Poster

  • Kalmbach, Patrich; Gleiter, Lion; Zerwas, Johannes; Blenk, Andreas; Kellerer, Wolfgang: Modeling IP-to-IP communication using the Weighted Stochastic Block Model. ACM SIGCOMM 2018 Conference Posters and Demos, 2018 more… BibTeX Full text ( DOI ) Full text (mediaTUM)
  • Kalmbach, Patrick; Blenk, Andreas; Schmid, Stefan; Kellerer, Wolfgang: Themis: Data Driven Approach to Botnet Detection. 37th IEEE Conference on Computer Communications (INFOCOM) , 2018 more… BibTeX Full text (mediaTUM)

Misc.

  • Blenk, Andreas; Kalmbach, Patrick; Zerwas, Johannes; Kellerer, Wolfgang; Schmid, Stefan: Network Algorithms Ex Machina: Towards Self-Driving Networks. Poster for 13th Cloud Control Workshop, Skåvsjöholm, Schweden, 2018 more… BibTeX Full text (mediaTUM)

2017

Conference Papers

  • Blenk, Andreas; Kalmbach, Patrick; Schmid, Stefan; Kellerer, Wolfgang: o'zapft is: Tap Your Network Algorithm's Big Data! ACM SIGCOMM 2017 Workshop on Big Data Analytics and Machine Learning for Data Communication Networks (Big-DAMA), 2017 more… BibTeX Full text (mediaTUM)
  • He, Mu; Kalmbach, Patrick; Blenk, Andreas; Schmid, Stefan; Kellerer, Wolfgang: Algorithm-Data Driven Optimization of Adaptive Communication Networks. IEEE ICNP Workshop on Machine Learning and Artificial Intelligence in Computer Networks, 2017 more… BibTeX Full text ( DOI ) Full text (mediaTUM)
  • Kalmbach, Patrick; Blenk, Andreas; Klügel, Markus; Kellerer, Wolfgang: Generating Synthetic Internet- and IP-Topologies using the Stochastic-Block-Model. 2nd IFIP/IEEE International Workshop on Analytics for Network and Service Management (AnNet), 2017 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

2016

Conference Papers

  • Blenk, Andreas; Kalmbach, Patrick; van der Smagt, Patrick; Kellerer, Wolfgang: Boost Online Virtual Network Embedding: Using Neural Networks for Admission Control. 12th International Conference on Network and Service Management (CNSM), 2016 more… BibTeX Full text ( DOI ) Full text (mediaTUM)

2015

Conference Papers

  • Basta, Arsany; Blenk, Andreas; Henkel, Laurenz; Kalmbach, Patrick; Belhaj Hassine, Hassib; Kellerer, Wolfgang: HyperFlex: Towards Reliable and Dynamic SDN Virtualization for Next Generation Mobile Networks. 48th Meeting of the VDE/ITG Section 5.2.4 "IP and Mobility" - 5G System Architecture, 48th Meeting of the VDE/ITG Section 5.2.4 "IP and Mobility" - 5G System Architecture, 2015 more… BibTeX