Track level fusion algorithms for automotive safety applications

Fusion of information from different sensor systems is vital for automotive safety systems. In a typical automotive sensor fusion setup the fusion can be a measurement fusion or a track level fusion in a centralized fusion center. Track level fusion is desired due to communication, computation and o...

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Published in2013 International Conference on Signal Processing Image Processing and Pattern Recognition (ICSIPR) pp. 179 - 184
Main Authors Duraisamy, B., Schwarz, T., Wohler, C.
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.02.2013
Subjects
Equations
Estimation
Mathematical model
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ISBN1467348619
9781467348614
DOI10.1109/ICSIPR.2013.6497983

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Abstract Fusion of information from different sensor systems is vital for automotive safety systems. In a typical automotive sensor fusion setup the fusion can be a measurement fusion or a track level fusion in a centralized fusion center. Track level fusion is desired due to communication, computation and organizational constraints. Track level fusion algorithms have to deal with different correlation issues among the sensor systems and the fusion center that maintains the global track. This correlation problem leads to a degraded fusion estimate which is not desirable in a safety and time critical application. This paper presents an overview of track level fusion algorithms to fuse two homogenous sensor systems and evaluates their performance.
AbstractList Fusion of information from different sensor systems is vital for automotive safety systems. In a typical automotive sensor fusion setup the fusion can be a measurement fusion or a track level fusion in a centralized fusion center. Track level fusion is desired due to communication, computation and organizational constraints. Track level fusion algorithms have to deal with different correlation issues among the sensor systems and the fusion center that maintains the global track. This correlation problem leads to a degraded fusion estimate which is not desirable in a safety and time critical application. This paper presents an overview of track level fusion algorithms to fuse two homogenous sensor systems and evaluates their performance.
Author Wohler, C.
Schwarz, T.
Duraisamy, B.
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  surname: Wohler
  fullname: Wohler, C.
  email: woehler@tu-dortmund.de
  organization: Image Anal. Group, Tech. Univ. Dortmund, Dortmund, Germany
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Snippet Fusion of information from different sensor systems is vital for automotive safety systems. In a typical automotive sensor fusion setup the fusion can be a...
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SubjectTerms Equations
Estimation
Mathematical model
Title Track level fusion algorithms for automotive safety applications
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