Machine Learning for Communications

Contact: Dirk Wübben

Involved Staff

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

Description

Publications

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2023

• Robust Precoding via Characteristic Functions for VSAT to Multi-Satellite Uplink Transmission BibT_EX
  M. Röper, B. Matthiesen, D. Wübben, P. Popovski, A. Dekorsy
  IEEE International Conference on Communications (ICC 2023), Italy, 28. May - 1. June 2023
• Swarm Exploration and Communications: A First Step towards Mutually-Aware Integration by Probabilistic Learning BibT_EX
  E. Beck, B.-S. Shin, S. Wang, A. Dekorsy, Thomas Wiedemann, Dmitriy Shutin
  MDPI, Electronics, Vol. 12, No. 8, pp. 1908, April 2023, DOI
• A Multi-Task Approach to Robust Deep Reinforcement Learning for Resource Allocation BibT_EX
  S. Gracla, C. Bockelmann, A. Dekorsy
  International ITG 26th Workshop on Smart Antennas and 13th Conference on Systems, Communications, and Coding, Braunschweig, Germany, 27. February - 3. March 2023, ISBN 978-3-8007-6050-3
• A Comparison between RSMA, SDMA, and OMA in Multibeam LEO Satellite Systems BibT_EX
  A. Schröder, M. Röper, D. Wübben, B. Matthiesen, P. Popovski, A. Dekorsy
  International ITG 26th Workshop on Smart Antennas and 13th Conference on Systems, Communications, and Coding, Braunschweig, Germany, 27. February - 3. March 2023

2022

• Hardware Offset Multi-User Detection for Ultra-Low-Complexity Wireless Sensor Nodes BibT_EX
  C. Willuweit, C. Bockelmann, A. Dekorsy
  IEEE Global Communications Conference (GLOBECOM 2022), Rio de Janeiro, Brazil, 4. - 8. December 2022
• Non-Geostationary Orbit Constellation Design for Global Connectivity BibT_EX
  I. Leyva-Mayorga, B. Soret, B. Matthiesen, M. Röper, D. Wübben, A. Dekorsy, P. Popovski
  Chapter in Non‐Geostationary Satellite Communications Systems, IET, Hertfordshire, Great Britain, December 2022, ISBN 978-1-83953-566-6, DOI
• 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
• 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. October - 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, October 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, October 2022, DOI

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