6G white paper on machine learning in wireless communication networks S Ali, W Saad, N Rajatheva, K Chang, D Steinbach, B Sliwa, C Wietfeld, ... arXiv preprint arXiv:2004.13875, 2020 | 228 | 2020 |
Deep learning-based signal strength prediction using geographical images and expert knowledge J Thrane, B Sliwa, C Wietfeld, HL Christiansen GLOBECOM 2020-2020 IEEE Global Communications Conference, 1-6, 2020 | 74 | 2020 |
Towards cooperative data rate prediction for future mobile and vehicular 6G networks B Sliwa, R Falkenberg, C Wietfeld 2020 2nd 6G Wireless Summit (6G SUMMIT), 1-5, 2020 | 63 | 2020 |
Boosting Vehicle-to-Cloud Communication by Machine Learning-Enabled Context Prediction B Sliwa, R Falkenberg, T Liebig, N Piatkowski, C Wietfeld IEEE Transactions on Intelligent Transportation Systems, 2019 | 56 | 2019 |
Car-to-cloud communication traffic analysis based on the common vehicle information model J Pillmann, B Sliwa, J Schmutzler, C Ide, C Wietfeld 2017 IEEE 85th Vehicular Technology Conference (VTC Spring), 1-5, 2017 | 49 | 2017 |
White Paper on Machine Learning in 6G Wireless Communication Networks: 6G Research Visions, No. 7, 2020 A Samad, W Saad, R Nandana, C Kapseok, D Steinbach, B Sliwa, ... University of Oulu, 2020 | 47 | 2020 |
LIMITS: Lightweight machine learning for IoT systems with resource limitations B Sliwa, N Piatkowski, C Wietfeld ICC 2020-2020 IEEE International Conference on Communications (ICC), 1-7, 2020 | 46 | 2020 |
Adapting a cellular automata model to describe heterogeneous traffic with human-driven, automated, and communicating automated vehicles T Vranken, B Sliwa, C Wietfeld, M Schreckenberg Physica A: Statistical Mechanics and its Applications 570, 125792, 2021 | 45 | 2021 |
Radio-based traffic flow detection and vehicle classification for future smart cities M Haferkamp, M Al-Askary, D Dorn, B Sliwa, L Habel, M Schreckenberg, ... 2017 IEEE 85th Vehicular Technology Conference (VTC Spring), 1-5, 2017 | 43 | 2017 |
The channel as a traffic sensor: Vehicle detection and classification based on radio fingerprinting B Sliwa, N Piatkowski, C Wietfeld IEEE Internet of Things Journal 7 (8), 7392-7406, 2020 | 42 | 2020 |
PARRoT: Predictive ad-hoc routing fueled by reinforcement learning and trajectory knowledge B Sliwa, C Schüler, M Patchou, C Wietfeld 2021 IEEE 93rd Vehicular Technology Conference (VTC2021-Spring), 1-7, 2021 | 41 | 2021 |
Machine learning based uplink transmission power prediction for LTE and upcoming 5G networks using passive downlink indicators R Falkenberg, B Sliwa, N Piatkowski, C Wietfeld 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall), 1-7, 2018 | 41 | 2018 |
Efficient machine-type communication using multi-metric context-awareness for cars used as mobile sensors in upcoming 5G networks B Sliwa, T Liebig, R Falkenberg, J Pillmann, C Wietfeld 2018 IEEE 87th Vehicular Technology Conference (VTC Spring), 1-6, 2018 | 35 | 2018 |
Client-based intelligence for resource efficient vehicular big data transfer in future 6G networks B Sliwa, R Adam, C Wietfeld IEEE Transactions on Vehicular Technology 70 (6), 5332-5346, 2021 | 33 | 2021 |
BAT Mobile: Leveraging Mobility Control Knowledge for Efficient Routing in Mobile Robotic Networks B Sliwa, D Behnke, C Ide, C Wietfeld IEEE GLOBECOM 2016 Workshop on Wireless Networking, Control and Positioning …, 2016 | 32 | 2016 |
Machine learning based context-predictive car-to-cloud communication using multi-layer connectivity maps for upcoming 5G networks B Sliwa, R Falkenberg, T Liebig, J Pillmann, C Wietfeld 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall), 1-7, 2018 | 31 | 2018 |
Performance evaluation and optimization of batman v routing for aerial and ground-based mobile ad-hoc networks B Sliwa, S Falten, C Wietfeld 2019 IEEE 89th vehicular technology conference (vtc2019-spring), 1-7, 2019 | 28 | 2019 |
Empirical analysis of client-based network quality prediction in vehicular multi-MNO networks B Sliwa, C Wietfeld 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), 1-7, 2019 | 25 | 2019 |
Lightweight simulation of hybrid aerial-and ground-based vehicular communication networks B Sliwa, M Patchou, C Wietfeld 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), 1-7, 2019 | 24 | 2019 |
System-of-systems modeling, analysis and optimization of hybrid vehicular traffic B Sliwa, T Liebig, T Vranken, M Schreckenberg, C Wietfeld 2019 IEEE International Systems Conference (SysCon), 1-8, 2019 | 24 | 2019 |