Title :
Performance evaluation of automotive sensor data fusion
Author :
Stampfle, Martin ; Holz, Dennis ; Becker, Jan C.
Author_Institution :
Corp. Res., Robert Bosch GmbH, Schwieberdingen, Germany
Abstract :
Modern passenger and commercial vehicles are equipped with an increasing number of sensors that explore the driving surroundings. Sensor data fusion algorithms accumulate all available sensor information and provide models describing the surroundings. In this paper, an approach to evaluate the performance of such automotive sensor data fusion algorithms is presented. The method calculates performance indices on several evaluation levels. Since the number of performance indices decreases from low to high evaluation levels, the indices can be arranged in a pyramidal structure. While a large number of indices on lower levels describe many aspects and details of the evaluation process, few indices on higher levels give a more overall answer to the performance issue.
Keywords :
driver information systems; performance index; sensor fusion; automotive sensor data fusion; driver assistance systems; driving surroundings; performance evaluation; performance indices; Automatic control; Automotive engineering; Control systems; Driver circuits; Radar tracking; Sensor fusion; Sensor phenomena and characterization; Sensor systems; Vehicle driving; Vehicle safety;
Conference_Titel :
Intelligent Transportation Systems, 2005. Proceedings. 2005 IEEE
Print_ISBN :
0-7803-9215-9
DOI :
10.1109/ITSC.2005.1520114