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

• Semantic Information Recovery in Wireless Networks BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  MDPI, Sensors, Vol. 23, No. 14, pp. 6347, July 2023, DOI
• Energy and Bandwidth Efficiency of Event-Based Communication BibT_EX
  C. Willuweit, C. Bockelmann, A. Dekorsy
  IEEE 97th Vehicular Technology Conference (VTC Spring 23), Florence, Italy, 20. - 23. June 2023
• Learning Model-Free Robust Precoding for Cooperative Multibeam Satellite Communications BibT_EX
  S. Gracla, A. Schröder, M. Röper, C. Bockelmann, D. Wübben, A. Dekorsy
  SDPNGS 2023: Signal and Data Processing for Next Generation Satellites at 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodos, Greece, 4. - 10. June 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, Italy, 28. May - 1. June 2023
• Model-free Reinforcement Learning of Semantic Communication by Stochastic Policy Gradient BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  Submitted for peer review, 5. May 2023, DOI
• 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 Comparison between RSMA, SDMA, and OMA in Multibeam LEO Satellite Systems BibT_EX
  A. Schröder, M. Röper, B. Matthiesen, D. Wübben, 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
• 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

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

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