DocumentCode
3152157
Title
Combining speed and acceleration to detect reckless driving in the informal public transport industry
Author
Zeeman, A.S. ; Booysen, M.J.
Author_Institution
Dept. of Electr. & Electron. Eng., Stellenbosch Univ., Stellenbosch, South Africa
fYear
2013
fDate
6-9 Oct. 2013
Firstpage
756
Lastpage
761
Abstract
The informal transport industry in Sub-Saharan Africa is notoriously dangerous, leading to many fatalities annually. This paper presents an innovative way of monitoring driver behaviour, in real-time, by taking into account road design standards, vehicle dynamics, and passenger comfort. Two models are presented that each combines acceleration and speed data into an erratic driving detection algorithm. The first model is developed though the evaluation of empirical results taken from trips in a minibus taxi, and subjectively gauging recklessness from a passenger´s perspective. The second model presents a novel use of commonly used civil engineering principles, used in road design. Evaluation of the models, using actual minibus data, demonstrates that both successfully detect reckless driving, but the second model proves to be simpler and less processor intensive.
Keywords
behavioural sciences computing; driver information systems; vehicle dynamics; civil engineering principles; driver behaviour; erratic driving detection algorithm; fatalities; informal public transport industry; minibus taxi; passenger comfort; reckless driving detection; road design standards; subSaharan Africa; vehicle dynamics; Acceleration; Accelerometers; Data models; Hidden Markov models; Roads; Sensors; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems - (ITSC), 2013 16th International IEEE Conference on
Conference_Location
The Hague
Type
conf
DOI
10.1109/ITSC.2013.6728322
Filename
6728322
Link To Document