Fusion of In-Vehicle Sensor Data to Develop Intelligent Driver Training System (IDTS).

Auteur(s)
Malik, H. Rakotonirainy, A. Larue, G.S. & Maire, F.
Jaar
Samenvatting

The over-representation of novice drivers involved in crashes is alarming. Driver training is one of the interventions aimed at mitigating the number of crashes that involve young drivers. It is believed that Advanced Driver Assistance Systems (ADAS) have never been comprehensively used in designing an intelligent driver training system. Currently, there is a need todevelop and evaluate ADAS that could assess driving competencies. The aimis to develop an unsupervised system called Intelligent Driver Training System (IDTS) that analyzes crash risks in a given driving situation. In order to design a comprehensive IDTS, data is collected from the driver, vehicle and environment (DVE), synchronized and analyzed. The first implementation phase of this intelligent driver training system deals with synchronizing multiple variables acquired from DVE. RTMaps is used to collect and synchronize data like GPS, vehicle dynamics and driver head movement. After the data synchronization, maneuvers are segmented out as right turn, left turn and overtake. Each maneuver is composed of several individual tasksthat are necessary to be performed in a sequential manner. This paper focuses on turn maneuvers. Some of the tasks required in the analysis of 'turn' maneuver are: detect the start and end of the turn, detect the indicator status change, check if the indicator was turned on within a safe distance and check the lane keeping during the turn maneuver. This paper proposes a fusion and analysis of heterogeneous data, mainly involved in driving,to determine the risk factor of particular maneuvers during driving. It also explains the segmentation and risk analysis of the turn maneuver during driving. The full text of this paper may be found at: http://www-nrd.nhtsa.dot.gov/pdf/esv/esv21/09-0048.pdf For the covering abstract see ITRD E145407.

Publicatie

Bibliotheeknummer
C 50046 (In: C 49887 CD-ROM) /83 /91 / ITRD E145641
Uitgave

In: Proceedings of the 21st International Technical Conference on Enhanced Safety of Vehicles ESV, Stuttgart, Germany, June 15-18, 2009, Pp.

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