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The Story of QoS Prediction in Vehicular Communication: From Radio Environment Statistics to Network-Access Throughput Prediction


Feb 23, 2023
Alexandros Palaios, Christian L. Vielhaus, Daniel F. K├╝lzer, Cara Watermann, Rodrigo Hernangomez, Sanket Partani, Philipp Geuer, Anton Krause, Raja Sattiraju, Martin Kasparick, Gerhard Fettweis, Frank H. P. Fitzek, Hans D. Schotten, Slawomir Stanczak

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* 18 pages, 12 Figures 

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Towards an AI-enabled Connected Industry: AGV Communication and Sensor Measurement Datasets


Jan 10, 2023
Rodrigo Hernang├│mez, Alexandros Palaios, Cara Watermann, Daniel Sch├Ąufele, Philipp Geuer, Rafail Ismayilov, Mohammad Parvini, Anton Krause, Martin Kasparick, Thomas Neugebauer, Oscar D. Ramos-Cantor, Hugues Tchouankem, Jose Leon Calvo, Bo Chen, S┼éawomir Sta┼äczak, Gerhard Fettweis

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* 6 pages, 3 figures. Submitted to a special issue magazine. Datasets available at https://ieee-dataport.org/open-access/ai4mobile-industrial-wireless-datasets-iv2v-and-iv2i 

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Berlin V2X: A Machine Learning Dataset from Multiple Vehicles and Radio Access Technologies


Dec 21, 2022
Rodrigo Hernang├│mez, Philipp Geuer, Alexandros Palaios, Daniel Sch├Ąufele, Cara Watermann, Khawla Taleb-Bouhemadi, Mohammad Parvini, Anton Krause, Sanket Partani, Christian Vielhaus, Martin Kasparick, Daniel F. K├╝lzer, Friedrich Burmeister, S┼éawomir Sta┼äczak, Gerhard Fettweis, Hans D. Schotten, Frank H. P. Fitzek

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* 5 pages, 6 figures. Submitted to a conference. Dataset available at https://ieee-dataport.org/open-access/berlin-v2x 

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Machine Learning-based Methods for Reconfigurable Antenna Mode Selection in MIMO Systems


Nov 24, 2022
Yasaman Abdollahian, Ehsan Tohidi, Martin Kasparick, Li Wang, Ahmet Hasim Gokceoglu, Slawomir Stanczak

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MIMO Systems with Reconfigurable Antennas: Joint Channel Estimation and Mode Selection


Nov 24, 2022
Fariba Armandoust, Ehsan Tohidi, Martin Kasparick, Li Wang, Ahmet Hasim Gokceoglu, Slawomir Stanczak

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Real-Time GPU-Accelerated Machine Learning Based Multiuser Detection for 5G and Beyond


Jan 14, 2022
Matthias Mehlhose, Guillermo Marcus, Daniel Sch├Ąufele, Daniyal Amir Awan, Nikolaus Binder, Martin Kasparick, Renato L. G. Cavalcante, S┼éawomir Sta┼äczak, Alexander Keller

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* submitted to IEEEAccess 

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Hybrid Model and Data Driven Algorithm for Online Learning of Any-to-Any Path Loss Maps


Jul 14, 2021
M. A. Gutierrez-Estevez, Martin Kasparick, Renato L. G. Cavalvante, Sławomir Stańczak

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Transfer Learning in Multi-Agent Reinforcement Learning with Double Q-Networks for Distributed Resource Sharing in V2X Communication


Jul 13, 2021
Hammad Zafar, Zoran Utkovski, Martin Kasparick, Slawomir Stanczak

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* Submitted for publication 

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Leveraging Machine Learning for Industrial Wireless Communications


May 05, 2021
Ilaria Malanchini, Patrick Agostini, Khurshid Alam, Michael Baumgart, Martin Kasparick, Qi Liao, Fabian Lipp, Nikolaj Marchenko, Nicola Michailow, Rastin Pries, Hans Schotten, Slawomir Stanczak, Stanislaw Strzyz

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Kernel-Based Adaptive Online Reconstruction of Coverage Maps With Side Information


May 20, 2015
Martin Kasparick, Renato L. G. Cavalcante, Stefan Valentin, Slawomir Stanczak, Masahiro Yukawa

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* submitted to IEEE Transactions on Vehicular Technology; revised and extended version with new simulation scenario 

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