An Evaluation Study of Driver Profiling Fuzzy Algorithms using Smartphones
English
Castignani, German[University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > >]
Frank, Raphaël[University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > >]
Engel, Thomas[University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Computer Science and Communications Research Unit (CSC) >]
Oct-2013
An Evaluation Study of Driver Profiling Fuzzy Algorithms using Smartphones
6
Yes
No
International
2nd International Workshop on Vehicular Communications and Applications (VCA 2013)
7-10-2013
[en] Mobile Sensing ; Driver Profiling ; Fuzzy Systems
[en] Profiling driving behavior has become a relevant aspect in fleet management, automotive insurance and eco-driving. Detecting inefficient or aggressive drivers can help reducing fleet degradation, insurance policy cost and fuel consumption. In this paper, we present a Fuzzy-Logic based driver scoring mechanism that uses smartphone sensing data, including accelerometers and GPS. In order to evaluate the proposed mechanism, we have collected traces from a testbed consisting in 20 vehicles equipped with an Android sensing application we have developed to this end. The results show that the proposed sensing variables using smartphones can be merged to provide each driver with a single score.