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Model-Based Threat Assessment in Semi-Autonomous Vehicles with Model Parameter Uncertainties

Ali, Mohammad, 1982 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Falcone, Paolo, 1977 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Sjöberg, Jonas, 1964 (author)
Chalmers tekniska högskola,Chalmers University of Technology
 (creator_code:org_t)
ISBN 9781612848006
2011
2011
English.
In: Proceedings of the IEEE Conference on Decision and Control. - 2576-2370 .- 0743-1546. - 9781612848006 ; , s. 6822-6827
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • In this paper, we consider model-based threat assessment methods which rely on vehicle and driver mathematical models and are based on reachability analysis tools and set invariance theory. We focus on the parametric uncertainties of the driver mathematical model and show how these can be accounted for in the threat assessment. The novelty of the proposed methods lies in the inclusion of the driver model uncertainties in the threat assessment problem formulation and in their validation through experimental data. We show how different ways of accounting for the model uncertainties impact the capabilities and the effectiveness of the proposed algorithms in detecting hazardous driving situations.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Signalbehandling (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Signal Processing (hsv//eng)

Keyword

Semi-autonomous vehicles
set invariance theory
reachability analysis
system theory
threat assessment

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