DocumentCode :
2011894
Title :
A strategy on situation evaluation for driver assistance systems in commercial vehicles considering pedestrians in urban traffic
Author :
Otto, Carola ; León, Fernando Puente ; Schwarzhaupt, Andreas
Author_Institution :
Dept. of Adv. Eng. Daimler Trucks, Daimler AG, Stuttgart-Untertuerkheim, Germany
fYear :
2011
fDate :
5-9 June 2011
Firstpage :
218
Lastpage :
223
Abstract :
Current developments of advanced driver assistance systems (ADAS) are concerned increasingly about the protection of vulnerable road users. This paper suggests an approach for the required, complex situation evaluation that decides if a detected pedestrian is relevant for the application. In order to account for the uncertainty in the behavior of the road users and the measurement uncertainties, their positions are derived probabilistically using a combination of Monte Carlo simulation, stochastic reachable sets and Markov chain abstraction. Prototype paths are assigned to the ego vehicle and the pedestrian movement with probabilities defined from previous measurement cycles. An efficient online algorithm computes the partial, conditioned collision probability of the ego vehicle with a pedestrian by intersecting their stochastic reachable sets and considering the path probabilities.
Keywords :
Markov processes; Monte Carlo methods; driver information systems; road safety; road traffic; set theory; transportation; Markov chain abstraction; Monte Carlo simulation; advanced driver assistance systems; commercial vehicles; complex situation evaluation; ego vehicle; partial conditioned collision probability; pedestrian detection; stochastic reachable set; urban traffic; vulnerable road users; Acceleration; Markov processes; Probability distribution; Roads; Trajectory; Vehicle dynamics; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2011 IEEE
Conference_Location :
Baden-Baden
ISSN :
1931-0587
Print_ISBN :
978-1-4577-0890-9
Type :
conf
DOI :
10.1109/IVS.2011.5940421
Filename :
5940421
Link To Document :
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