Active perception strategy for vehicle localisation and guidance
Vehicle localisation in outdoor environment is an
important issue. When this localisation system has to provide an
accurate and reliable position for an automatic guidance system,
this is a challenge. In this paper, we propose a supervised active
localisation system to satisfy this need. When localisation system
mustn't meet vehicle control process requirements: accurate
position and high confidence level, the supervisor requests the
active detection of a particular landmark. It must be seen as a
first step towards the development of a multi-sensor localisation
system. The main contributions of this paper are: 1) The
introduction of the notion of the perceptive triplet within
a general framework that associates landmarks, sensors and
detectors to supervise the detections. 2) This is the supervisor
that determines each time which landmark, with which sensor
and detector should be used to detect this landmark in order
to best improve the localisation. The supervisor constitutes
the intelligent part of this localisation system. It decides when
it's necessary to detect a landmark. Our system was tested
in an outdoor environment, where it succeeded in accurately
localising the vehicle during automatic guidance.
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