activity
20162022
most cited6G White Paper on Machine Learning in Wireless Communication Networks

94 citations · 124 across the 20 of their papers we have counts for

collaborators
Showing 2019Show all

8 papers · 1 filter

cs.NI2019★ 21 cited

Data-driven Network Simulation for Performance Analysis of Anticipatory Vehicular Communication Systems

Benjamin Sliwa, Christian Wietfeld

The provision of reliable connectivity is envisioned as a key enabler for future autonomous driving. Anticipatory communication techniques have been proposed for proactively consid…

cs.NI2019

Unmanned Aerial Vehicles in Logistics: Efficiency Gains and Communication Performance of Hybrid Combinations of Ground and Aerial Vehicles

Manuel Patchou, Benjamin Sliwa, Christian Wietfeld

Unmanned Aerial Vehicles (UAVs) have drastically gained popularity in various Intelligent Transportation System (ITS) applications to improve the safety and efficiency of transport…

cs.NI2019

Lightweight Simulation of Hybrid Aerial- and Ground-based Vehicular Communication Networks

Benjamin Sliwa, Manuel Patchou, Christian Wietfeld

Cooperating small-scale Unmanned Aerial Vehicles (UAVs) will open up new application fields within next-generation Intelligent Transportation Sytems (ITSs), e.g., airborne near fie…

cs.NI2019

Boosting Vehicle-to-cloud Communication by Machine Learning-enabled Context Prediction

Benjamin Sliwa, Robert Falkenberg, Thomas Liebig +2

The exploitation of vehicles as mobile sensors acts as a catalyst for novel crowdsensing-based applications such as intelligent traffic control and distributed weather forecast. Ho…

cs.NI2019

Towards Data-driven Simulation of End-to-end Network Performance Indicators

Benjamin Sliwa, Christian Wietfeld

Novel vehicular communication methods are mostly analyzed simulatively or analytically as real world performance tests are highly time-consuming and cost-intense. Moreover, the hig…

cs.NI2019

Empirical Analysis of Client-based Network Quality Prediction in Vehicular Multi-MNO Networks

Benjamin Sliwa, Christian Wietfeld

Multi-Mobile Network Operator (MNO) networking is a promising method to exploit the joint force of multiple available cellular data connections within vehicular networks. By applyi…