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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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
• DeEQ: Deep Equalization for Large MIMO Systems BibT_EX
  M. Hummert, D. Wübben, A. Dekorsy
  24th International ITG Workshop on Smart Antennas (WSA 2020), Vol. 24, Hamburg, Deutschland, 18. - 20. Februar 2020
• Cloud-RAN Fronthaul Rate Reduction via IBM-based Quantization for Multicarrier Systems BibT_EX
  J. Demel, T. Monsees, C. Bockelmann, D. Wübben, A. Dekorsy
  24th International ITG Workshop on Smart Antennas (WSA 2020), Hamburg, Deutschland, 18. - 19. Februar 2020
• Concrete MAP Detection: A Machine Learning Inspired Relaxation BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  24th International ITG Workshop on Smart Antennas (WSA 2020), Vol. 24, Hamburg, Deutschland, 18. - 20. Februar 2020

2019

• A Novel Approach to Distributed Quantization via Multivariate Information Bottleneck Method BibT_EX
  S. Hassanpour, D. Wübben, A. Dekorsy
  IEEE Global Communications Conference (GLOBECOM 2019), Waikoloa, HI, USA, 9. - 13. Dezember 2019, DOI
• Channel-Optimized Information Bottleneck Design for Signal Forwarding and Discrete Decoding in Cloud-RAN BibT_EX
  T. Monsees, D. Wübben, A. Dekorsy
  12th International ITG Conference on Systems, Communications and Coding (SCC), Rostock, Deutschland, 11. - 14. Februar 2019

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