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  • 标题:State-of-the-art Versus Time-triggered Object Tracking in Advanced Driver Assistance Systems
  • 作者:Moritz Koplin ; Wilfried Elmenreich
  • 期刊名称:International Journal of Advanced Robotic Systems
  • 印刷版ISSN:1729-8806
  • 电子版ISSN:1729-8814
  • 出版年度:2013
  • 卷号:10
  • 期号:4
  • 页码:196
  • DOI:10.5772/52348
  • 语种:English
  • 出版社:SAGE Publications
  • 摘要:Most state-of-the-art driver assistance systems cannot guarantee that real-time images of object states are updated within a given time interval, because the object state observations are typically sampled by uncontrolled sensors and transmitted via an indeterministic bus system such as CAN. To overcome this shortcoming, a paradigm shift toward time-triggered advanced driver assistance systems based on a deterministic bus system, such as FlexRay, is under discussion. In order to prove the feasibility of this paradigm shift, this paper develops different models of a state-of-the-art and a time-triggered advanced driver assistance system based on multi-sensor object tracking and compares them with regard to their mean performance. The results show that while the state-of-the-art model is advantageous in scenarios with low process noise, it is outmatched by the time-triggered model in the case of high process noise, i.e., in complex situations with high dynamic.
  • 关键词:Decentralized Control; High-Order Neural Networks; Extended Kalman Filter; Backstepping
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