Title :
Target maneuver detection using Doppler measurement
Author :
Liu, Wei ; Lu, Zaiqi ; Zhu, Yilong ; Zhang, Qishan
Author_Institution :
ATR Key Lab., Nat. Univ. of Defense Technol., Changsha, China
Abstract :
Reliable and timely decision on target onset is the key of decision-based single-model techniques for maneuvering target tracking, and the performance of maneuver detector can be improved by making use of Doppler measurement extensively. In this paper, a novel approach for detecting unknown maneuver is proposed. To avoid the unresolvedness of acceleration estimator when measurement noise level is high or tangential acceleration is present, a more accurate one is proposed, which uses Doppler measurement by solving optimization problem based on the Mahalanobis distance. A sequential maneuver detector is thus developed based on the Neyman-Pearson criterion to overcome threshold shifting which results from the maneuver detection delay. Finally, the simulation results show that the proposed detector possesses a lower average detection delay.
Keywords :
Doppler measurement; optimisation; signal detection; target tracking; Doppler measurement; Mahalanobis distance; Neyman-Pearson criteria; acceleration estimator; maneuvering target tracking; measurement noise level; optimization problem; sequential maneuver detector; target maneuver detection; Acceleration; Artificial neural networks; Doppler measurement; Neyman-Pearson criterion; acceleration estimation; average detection delay; maneuver detection;
Conference_Titel :
Computer Application and System Modeling (ICCASM), 2010 International Conference on
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4244-7235-2
Electronic_ISBN :
978-1-4244-7237-6
DOI :
10.1109/ICCASM.2010.5619225