Intelligent Networks

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1. Lia Ahrens; Julian Ahrens; Hans D. Schotten

   A machine learning approach to color space Euclidization

   In: Color Research and Application (Color Res. Appl.), Vol. 49, No. 1, Pages 4-33, Wiley, 1/2024.

2. Michael Zentarra; Julian Ahrens; Lia Ahrens

   From Channel Measurement to Training Data for PHY Layer AI Applications

   In: 2022 Workshop on Next Generation Networks and Applications. Workshop on Next Generation Networks and Applications (NGNA-2022), November 24, Kaiserslautern, Germany, Technische Universität Kaiserslautern, 11/2022.

3. Julian Ahrens; Lia Ahrens; Hans Dieter Schotten

   AI-driven Scheduling in an IIoT Scenario

   In: 2022 Workshop on Next Generation Networks and Applications. Workshop on Next Generation Networks and Applications (NGNA-2022), November 24, Kaiserslautern, Germany, Technische Universität Kaiserslautern, 11/2022.

4. Julian Ahrens; Lia Ahrens; Michael Zentarra; Hans Dieter Schotten

   Signal Restoration and Channel Estimation for Channel Sounding with SDRs

   In: Informationstechnische Gesellschaft im VDE (VDE ITG) (Hrsg.). ITG-Fachbericht 304: Mobilkommunikation. ITG-Fachtagung (ITG), Technologien und Anwendungen, located at 26. Fachtagung Mobilkommunikation (VDE / ITG - Fachtagung), May 18-19, Osnabrück, Germany, Pages 82-87, Vol. 304, ISBN 978-3-8007-5873-9, Informationstechnische Gesellschaft im VDE (VDE ITG), 5/2022.

5. Lia Ahrens; Julian Ahrens; Hans Dieter Schotten

   Convolutional-Type Neural Networks for Fading Channel Forecasting

   In: IEEE Access, Vol. 8, Pages 193075-193090, IEEE, 10/2020.

6. Julian Ahrens; Lia Ahrens; Hans Dieter Schotten

   A Machine Learning Method for Prediction of Multipath Channels

   In: ZTE Communications: An International Journal, Vol. Special Issue on Computational Radio Intelligence, Pages 1-10, Editorial Office of ZTE Communications, 2020.

7. Lia Ahrens; Julian Ahrens; Hans D. Schotten

   A machine-learning phase classification scheme for anomaly detection in signals with periodic characteristics

   In: EURASIP Journal on Advances in Signal Processing (ASP), Vol. 2019, No. 27, Pages 1-23, Springer International Publishing, 5/2019.

8. Simon Duque Antón; Lia Ahrens; Daniel Fraunholz; Hans Dieter Schotten

   Time is of the Essence: Machine Learning-based Intrusion Detection in Industrial Time Series Data

   In: 2018 IEEE International Conference on Data Mining Workshops (ICDMW). IEEE International Conference on Data Mining Workshops (ICDMW-2018), First IEEE International Workshop on Adapting Data Mining for Security 2018, located at IEEE International Conference on Data Mining, November 17-20, Singapore, Singapore, IEEE, 11/2018.

9. Julian Ahrens; Mathias Strufe; Lia Ahrens; Hans Dieter Schotten

   An AI-Driven Malfunction Detection Concept for NFV Instances in 5G

   In: ITG – Informationstechnische Gesellschaft im VDE (ITG) (Hrsg.). Mobilkommunikation Technologien und Anwendungen Vorträge der 23. ITG-Fachtagung. VDE/ITG Fachtagung Mobilkommunikation (MKT-2018), May 16-17, Osnabrück, Germany, VDE, 2018.

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