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Ontology-based context awareness for driving assistance systems

  • Renault

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Résumé

Within a vehicle driving space, different entities such as vehicles and vulnerable road users are in constant interaction which governs their behaviour. Whilst smart sensors provide information about the state of the perceived objects, considering the spatio-temporal relationships between them with respect to the subject vehicle remains a challenge. This paper proposes to fill this gap by using contextual information to infer how perceived entities are expected to behave, and thus what are the consequences of these behaviours on the subject vehicle. For this purpose, an ontology is formulated about the vehicle, perceived entities and context (map information) to provide a conceptual description of all road entities with their interaction. It allows for inferences of knowledge about the situation of the subject vehicle with respect to the environment in which it is navigating. The framework is applied to the navigation of a vehicle as it approaches road intersections, to demonstrate its applicability. Results from the real-time implementation on a vehicle operating under controlled conditions are included. They show that the proposed ontology allows for a coherent understanding of the interactions between the perceived entities and contextual data. Further, it can be used to improve the situation awareness of an ADAS (Advanced Driving Assistance System), by determining which entities are the most relevant for the subject vehicle navigation.

langue originaleAnglais
titre2014 IEEE Intelligent Vehicles Symposium, IV 2004 - Proceedings
EditeurInstitute of Electrical and Electronics Engineers Inc.
Pages227-233
Nombre de pages7
ISBN (imprimé)9781479936380
Les DOIs
étatPublié - 1 janv. 2014
Evénement25th IEEE Intelligent Vehicles Symposium, IV 2014 - Dearborn, MI, États-Unis
Durée: 8 juin 201411 juin 2014

Série de publications

NomIEEE Intelligent Vehicles Symposium, Proceedings

Une conférence

Une conférence25th IEEE Intelligent Vehicles Symposium, IV 2014
Pays/TerritoireÉtats-Unis
La villeDearborn, MI
période8/06/1411/06/14

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