Title :
Tracking in a cluttered environment with out-of-sequence measurements
Author :
Muntzinger, Marc M. ; Aeberhard, Michael ; Schröder, Florian ; Sarholz, Frederik ; Dietmayer, Klaus
Author_Institution :
Group Res. & Adv. Eng., Daimler AG, Ulm, Germany
Abstract :
Recent literature has introduced several methods for processing an out-of-sequence measurement (OOSM) in tracking for both the 1-step-lag and ¿-step-lag case. However, in a realistic tracking application, a data association algorithm, such Joint Probabilistic Data Association (JPDA) must be used in order to associate measurements with tracks in a cluttered environment. This paper investigates the OOSM problem in tracking for both the 1-step-lag and ¿-step-lag cases using JPDA. The OOSM algorithms presented in the literature are extended to support JPDA and the results are analyzed. The resulting algorithms are then applied to an automotive frontal pre-crash system, where OOSM and JPDA are vital factors in improving the performance of such a system.
Keywords :
automotive engineering; measurement; probability; sensor fusion; tracking; 1-step-lag; automotive frontal pre-crash system; cluttered environment; joint probabilistic data association; l-step-lag; out-of-sequence measurements; tracking; Automotive engineering; Delay; Density measurement; Noise measurement; Object detection; Personal digital assistants; Sensor fusion; Target tracking; Time measurement; Working environment noise;
Conference_Titel :
Vehicular Electronics and Safety (ICVES), 2009 IEEE International Conference on
Conference_Location :
Pune
Print_ISBN :
978-1-4244-5442-6
DOI :
10.1109/ICVES.2009.5400317