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Driving Style Recognition for Intelligent Vehicle Control and Advanced Driver Assistance: A Survey

IEEE Transactions on Intelligent Transportation Systems · 2017 · Vol. 19(3) · pp. 666–676
Clara Marina MartínezMira HeuckeFei‐Yue WangBo GaoDongpu Cao

Abstract

Driver driving style plays an important role in vehicle energy management as well as driving safety. Furthermore, it is key for advance driver assistance systems development, toward increasing levels of vehicle automation. This fact has motivated numerous research and development efforts on driving style identification and classification. This paper provides a survey on driving style characterization and recognition revising a variety of algorithms, with particular emphasis on machine learning approaches based on current and future trends. Applications of driving style recognition to intelligent vehicle controls are also briefly discussed, including experts' predictions of the future development.

Autonomous Vehicle Technology and SafetyVehicle emissions and performanceAdvanced Combustion Engine TechnologiesAdvanced driver assistance systemsAutomationVariety (cybernetics)Identification (biology)EngineeringKey (lock)Style (visual arts)Control (management)Computer scienceHuman–computer interaction
Citations
603
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31.34
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67
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References
The multidimensional driving style inventory—scale construct and validation
Accident Analysis & Prevention · 2003 · 559 citations
Driver Inattention Monitoring System for Intelligent Vehicles: A Review
IEEE Transactions on Intelligent Transportation Systems · 2011 · 690 citations
Stability and Scalability of Homogeneous Vehicular Platoon: Study on the Influence of Information Flow Topologies
IEEE Transactions on Intelligent Transportation Systems · 2015 · 736 citations
Data-Driven Intelligent Transportation Systems: A Survey
IEEE Transactions on Intelligent Transportation Systems · 2011 · 1,758 citations
Parallel Control and Management for Intelligent Transportation Systems: Concepts, Architectures, and Applications
IEEE Transactions on Intelligent Transportation Systems · 2010 · 850 citations
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