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

• DRLLA: Deep Reinforcement Learning for Link Adaption BibT_EX
  F. Geiser, D. Wessel, M. Hummert, A. Weber, D. Wübben, A. Dekorsy, A. Viseras
  MDPI, MDPI Telecom Journal, Vol. 3(4), pp. 692-705, November 2022, DOI
• Semantic Information Retrieval in Wireless Networks BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  submitted for publication, 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, 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, IEEE SPAWC 2022, 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
• 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 ICC 2022, 16. 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 WCNC 2022, 13. April 2022, DOI

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