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 :
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