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  4. Vehicle tracking using ultrasonic sensors & joined particle weighting
 
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2013
Conference Paper
Title

Vehicle tracking using ultrasonic sensors & joined particle weighting

Abstract
In recent years, driver-assistance systems have emerged as one major possibility to increase comfort and safety in road traffic. Still, cost is one major hindrance to the widespread use of safety systems such as lane-change or blind spot warning. To facilitate the widespread adoption of such safety systems, thus increasing safety for all traffic participants, the use of cost-efficient components is of crucial importance. Within this work we investigate the use of cost-efficient, widely used ultrasonic sensors for the tracking of passing-by vehicles at high velocities. Therefore, a particle filter with some mixture tracking capabilities is implemented to fuse the signals from 6 us-sensors. The main focus of this work lies on the development of a more detailed sensor model that is used in this particle filter. Additionally, a strategy to take into account object-visibility w.r.t. the different sensors is outlined. The derived concept is evaluated experimentally in real road traffic. The applicability of the tracking result in context of lane-change-decision-aid and blind-spot-surveillance systems is analyzed.
Author(s)
Köhler, Philipp
Connette, Christian
Verl, Alexander
Mainwork
IEEE International Conference on Robotics and Automation, ICRA 2013  
Conference
International Conference on Robotics and Automation (ICRA) 2013  
File(s)
Download (2.07 MB)
Rights
Use according to copyright law
DOI
10.24406/publica-r-380129
10.1109/ICRA.2013.6630979
Language
English
Fraunhofer-Institut für Produktionstechnik und Automatisierung IPA  
Keyword(s)
  • Fahrerassistenzsystem

  • Datenfusion

  • Sensorfusion

  • Spurwechselassistent

  • Toter Winkel

  • sensor fusion

  • data fusion

  • Partikelfilter

  • signal processing

  • particle filter

  • object tracking

  • object detection

  • Signalverarbeitung

  • Ultraschall

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