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

1 | 2 | 3 | 4 | 5

2022

• Optimum Quantization of Memoryless Channels with N-ary Input BibT_EX
  T. Monsees, D. Wübben, A. Dekorsy
  Asilomar Conference on Signals, Systems, and Computers 2022, Pacific Grove, CA, USA, 30. Oktober - 2. November 2022
• Globally Optimal Spectrum- and Energy-Efficient Beamforming for Rate Splitting Multiple Access BibT_EX
  B. Matthiesen, Y. Mao, A. Dekorsy, P. Popovski, B. Clerckx
  Transactions on Signal Processing, Vol. 70, Oktober 2022, DOI
• Robust Deep Reinforcement Learning Scheduling via Weight Anchoring BibT_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE Communications Letters, Vol. 27, No. 1, pp. 210 - 213, Oktober 2022, DOI
• Minimum-Integer Computation Finite Alphabet Message Passing Decoder: From Theory to Decoder Implementations towards 1 Tb/s BibT_EX
  T. Monsees, O. Griebel, M. Herrmann, D. Wübben, A. Dekorsy, N. Wehn
  MDPI, Entropy, Vol. 24, No. 10, pp. 19, Oktober 2022, DOI
• On the Importance of Exploration for Real Life Learned Algorithms BibT_EX
  S. Gracla, C. Bockelmann, A. Dekorsy
  IEEE, 23rd IEEE International Workshop on Signal Processing Advances in Wireless Communications, Oulu, Finnland, 28. - 30. Juli 2022, DOI
• Finite-Alphabet Message Passing using only Integer Operations for Highly Parallel LDPC Decoders BibT_EX
  T. Monsees, D. Wübben, A. Dekorsy, O. Griebel, M. Herrmann, N. Wehn
  23rd IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2022), Oulu, Finnland, 4. - 6. Juni 2022, DOI
• Lesson Learnt and Future of AI Applied to Manufacturing BibT_EX
  V. Frascolla, M. Hummert, T. Monsees, D. Wübben, A. Dekorsy, N. Michailow, V. Döricht, C. Niedermeier, J. Kaiser, A. Bröring, M. Villnow, D. Wessel, F. Geiser, M. Wissel, A. Viseras, B. Han, B. Richerzhagen, H.D. Schotten, D. Calandra, F. Lamberti
  River Publishers, Intelligent Edge-Embedded Technologies for Digitising Industry , 1. Juni 2022, ISBN 9788770226110
• Distributed Downlink Precoding and Equalization in Satellite Swarms BibT_EX
  M. Röper, B. Matthiesen, D. Wübben, P. Popovski, A. Dekorsy
  submitted to IEEE Transactions on Wireless Communications, Mai 2022
• Learning Resource Scheduling with High Priority Users using Deep Deterministic Policy Gradients BibT_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE International Conference on Communications, Seoul/Online, Südkorea, 16. - 20. Mai 2022, DOI
• Deep Reinforcement Model Selection for Communications Resource Allocation in On-Site Medical Care BibT_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE Wireless Communications and Networking Conference, Austin/Online, USA, 13. - 16. April 2022, DOI

1 | 2 | 3 | 4 | 5