Public Transport Driver Identification System Using Histogram of Acceleration Data
Joint Authors
Virojboonkiate, Nuttun
Chanakitkarnchok, Adsadawut
Vateekul, Peerapon
Rojviboonchai, Kultida
Source
Journal of Advanced Transportation
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-02-05
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
This paper introduces a driver identification system architecture for public transport which utilizes only acceleration sensor data.
The system architecture consists of three main modules which are the data collection, data preprocessing, and driver identification module.
Data were collected from real operation of campus shuttle buses.
In the data preprocessing module, a filtering module is proposed to remove the inactive period of the public transport data.
To extract the unique behavior of the driver, a histogram of acceleration sensor data is proposed as a main feature of driver identification.
The performance of our system is evaluated in many important aspects, considering axis of acceleration, sliding window size, number of drivers, classifier algorithms, and driving period.
Additionally, the case study of impostor detection is implemented by modifying the driver identification module to identify a car thief or carjacking.
Our driver identification system can achieve up to 99% accuracy and the impostor detection system can achieve the F1 score of 0.87.
As a result, our system architecture can be used as a guideline for implementing the real driver identification system and further driver identification researches.
American Psychological Association (APA)
Virojboonkiate, Nuttun& Chanakitkarnchok, Adsadawut& Vateekul, Peerapon& Rojviboonchai, Kultida. 2019. Public Transport Driver Identification System Using Histogram of Acceleration Data. Journal of Advanced Transportation،Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1170023
Modern Language Association (MLA)
Virojboonkiate, Nuttun…[et al.]. Public Transport Driver Identification System Using Histogram of Acceleration Data. Journal of Advanced Transportation No. 2019 (2019), pp.1-15.
https://search.emarefa.net/detail/BIM-1170023
American Medical Association (AMA)
Virojboonkiate, Nuttun& Chanakitkarnchok, Adsadawut& Vateekul, Peerapon& Rojviboonchai, Kultida. Public Transport Driver Identification System Using Histogram of Acceleration Data. Journal of Advanced Transportation. 2019. Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1170023
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1170023