Resource-efficient Transmission of Vehicular Sensor Data Using Context-aware Communication

04/16/2018
by   Benjamin Sliwa, et al.
0

Upcoming Intelligent Traffic Control Systems (ITSCs) will base their optimization processes on crowdsensing data obtained for cars that are used as mobile sensor nodes. In conclusion, public cellular networks will be confronted with massive increases in Machine-Type Communication (MTC) and will require efficient communication schemes to minimize the interference of Internet of Things (IoT) data traffic with human communication. In this demonstration, we present an Open Source framework for context-aware transmission of vehicular sensor data that exploits knowledge about the characteristics of the transmission channel for leveraging connectivity hotspots, where data transmissions can be performed with a high grade if resource efficiency. At the conference, we will present the measurement application for acquisition and live-visualization of the required network quality indicators and show how the transmission scheme performs in real-world vehicular scenarios based on measurement data obtained from field experiments.

READ FULL TEXT

page 1

page 2

research
01/10/2018

Efficient Machine-type Communication using Multi-metric Context-awareness for Cars used as Mobile Sensors in Upcoming 5G Networks

Upcoming 5G-based communication networks will be confronted with huge in...
research
06/18/2018

Machine Learning Based Uplink Transmission Power Prediction for LTE and Upcoming 5G Networks using Passive Downlink Indicators

Energy-aware system design is an important optimization task for static ...
research
07/03/2018

Exploiting Map Topology Knowledge for Context-predictive Multi-interface Car-to-cloud Communication

While the automotive industry is currently facing a contest among differ...
research
01/10/2019

System-of-Systems Modeling, Analysis and Optimization of Hybrid Vehicular Traffic

While the development of fully autonomous vehicles is one of the major r...
research
07/20/2020

Acting Selfish for the Good of All: Contextual Bandits for Resource-Efficient Transmission of Vehicular Sensor Data

as a novel client-based method for resource-efficient opportunistic tran...
research
05/22/2019

A Framework to Assess Value of Information in Future Vehicular Networks

Vehicles are becoming increasingly intelligent and connected, incorporat...
research
10/24/2018

A Deep Learning Mechanism for Efficient Information Dissemination in Vehicular Floating Content

Handling the tremendous amount of network data, produced by the explosiv...

Please sign up or login with your details

Forgot password? Click here to reset