A Pattern-Recognition Approach for Driving Skill Characterization
- 23 July 2010
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Intelligent Transportation Systems
- Vol. 11 (4), 905-916
- https://doi.org/10.1109/tits.2010.2055239
Abstract
Information about a driver's driving skill can be used to adapt vehicle control parameters to facilitate the specific driver's needs in terms of vehicle performance and safety. This paper presents an approach to driving skill characterization from a pattern-recognition perspective. The basic idea is to extract patterns that reflect the driver's driving skill level from the measurements of the driver's behavior and the vehicle response. The experimental results demonstrate the feasibility of using a pattern-recognition approach to characterize a driver's handling skill. This paper concludes with the discussions of the challenges and future works to bring the proposed technique to practical use.Keywords
This publication has 22 references indexed in Scilit:
- Driver models in automobile dynamics applicationVehicle System Dynamics, 2007
- Characterisation of driving skill level using driving simulator testsInternational Journal of Vehicle Autonomous Systems, 2007
- Alarm timing, trust and driver expectation for forward collision warning systemsApplied Ergonomics, 2006
- From parents to children—similarity in parents and offspring driving stylesTransportation Research Part F: Traffic Psychology and Behaviour, 2005
- Artificial neural network modelling of driver handling behaviour in a driver-vehicle-environment systemInternational Journal of Vehicle Design, 2005
- The multidimensional driving style inventory—scale construct and validationAccident Analysis & Prevention, 2004
- Velocity scheduled driver assisted controlInternational Journal of Vehicle Design, 2002
- A Mathematical Model for Driver Steering Control, with Design, Tuning and Performance ResultsVehicle System Dynamics, 2000
- The Development of the Eye Movement Strategies of Learner DriversPublished by Elsevier BV ,1998
- Visual Search of Dynamic ScenesPublished by Elsevier BV ,1998