Maschinelles Lernen in der Nachrichtentechnik

Kontakt: Dirk Wübben

Beteiligte Mitarbeiter

• E. Beck
• S. Gracla
• S. Hassanpour
• M. Hummert
• T. Monsees
• D. Wübben
• L. Zhu

Beschreibung

Publikationen

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2022

• Beamspace MIMO for Satellite Swarms BibT_EX
  M. Röper, B. Matthiesen, D. Wübben, P. Popovski, A. Dekorsy
  2022 IEEE Wireless Communications and Networking Conference (WCNC 2022), Austin, TX, USA, USA, 10. - 13. April 2022, DOI

2021

• CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  IEEE Transactions on Communications, Vol. 69, No. 12, pp. 8214-8227, Dezember 2021, DOI
• Relative Entropy based Message Combining for Exploiting Diversity in Information Optimized Processing BibT_EX
  T. Monsees, D. Wübben, A. Dekorsy
  25th International ITG Workshop on Smart Antennas (WSA 2021), EURECOM, Frankreich, 10. - 12. November 2021
• Forward-Aware Information Bottleneck-Based Vector Quantization: Multiterminal Extensions for Parallel and Successive Retrieval BibT_EX
  S. Hassanpour, D. Wübben, A. Dekorsy
  IEEE Transactions on Communications, Vol. 69, No. 10, pp. 6633-6646, Oktober 2021, DOI
• Machine Learning Scaled Belief Propagation for Short Codes BibT_EX
  M. Hummert, D. Wübben, A. Dekorsy
  IEEE 94th Vehicular Technology Conference (VTC2021-Fall), 27. - 30. September 2021
• Neural Network-based Forecasting of Decodability for Early ARQ BibT_EX
  M. Hummert, D. Wübben, A. Dekorsy
  17th International Symposium on Wireless Communication Systems (ISWCS 2021), Berlin, Deutschland, 6. - 9. September 2021, DOI
• Introduction of a 5G-enabled Architecture for the Realization of Industry 4.0 Use Cases BibT_EX
  M. Gundall, T. Strufe, H.D. Schotten, P. Rost, C. Markwart, A. Neumann, J. Grießbach, M. Aleksy, D. Wübben, R. Blunk
  IEEE Access, USA, Februar 2021, DOI

2020

• Generalized Distributed Information Bottleneck for Fronthaul Rate Reduction at the Cloud-RANs Uplink BibT_EX
  S. Hassanpour, D. Wübben, A. Dekorsy
  IEEE Global Communications Conference (GLOBECOM 2020), Taipei, Taiwan, 7. - 11. Dezember 2020, DOI
• Forward-Aware Information Bottleneck-Based Vector Quantization for Noisy Channels BibT_EX
  S. Hassanpour, T. Monsees, D. Wübben, A. Dekorsy
  IEEE Transactions on Communications, Vol. 68, No. 12, pp. 7911-7926, Dezember 2020, DOI
• Burst error analysis of scheduling algorithms for 5G NR URLLC periodic deterministic communication BibT_EX
  J. Demel, C. Bockelmann, A. Dekorsy
  2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring), Antwerp, Belgien, 25. - 28. Mai 2020, ISBN 978-1-7281-5207-3, DOI

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