TY - GEN
T1 - Driving skill analysis using machine learning
T2 - 2012 12th International Conference on ITS Telecommunications, ITST 2012
AU - Chandrasiri, Naiwala P.
AU - Nawa, Kazunari
AU - Ishii, Akira
AU - Li, Shuguang
AU - Yamabe, Shigeyuki
AU - Hirasawa, Takayuki
AU - Sato, Yoichi
AU - Suda, Yoshihiro
AU - Matsumura, Takeshi
AU - Taguchi, Koji
PY - 2012/12/1
Y1 - 2012/12/1
N2 - Analysis of driving skill/driver state can be used in building driver support and infotainment systems that can be adapted to individual needs of a driver. In this paper we present a machine learning approach to analyzing driving maneuver skills of a driver that covers both longitudinal and lateral controls. The concept is to learn a driver model from sensor data that are related to driving environment, driving behavior and vehicle response. Once the model is built, driving skills of an unknown run can be classified automatically. In this paper, we demonstrate the feasibility of the proposed method for driving skill analysis based on a driving simulator experiment in a curve driving scene for both the full curve and curve segmented cases.
AB - Analysis of driving skill/driver state can be used in building driver support and infotainment systems that can be adapted to individual needs of a driver. In this paper we present a machine learning approach to analyzing driving maneuver skills of a driver that covers both longitudinal and lateral controls. The concept is to learn a driver model from sensor data that are related to driving environment, driving behavior and vehicle response. Once the model is built, driving skills of an unknown run can be classified automatically. In this paper, we demonstrate the feasibility of the proposed method for driving skill analysis based on a driving simulator experiment in a curve driving scene for both the full curve and curve segmented cases.
KW - Driving behavior
KW - Driving simulator
KW - Driving skill
UR - http://www.scopus.com/inward/record.url?scp=84874454941&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84874454941&partnerID=8YFLogxK
U2 - 10.1109/ITST.2012.6425238
DO - 10.1109/ITST.2012.6425238
M3 - Conference contribution
AN - SCOPUS:84874454941
SN - 9781467330701
T3 - 2012 12th International Conference on ITS Telecommunications, ITST 2012
SP - 542
EP - 547
BT - 2012 12th International Conference on ITS Telecommunications, ITST 2012
Y2 - 5 November 2012 through 8 November 2012
ER -