Title :
Sequential detection of RGPO in target tracking by decomposition and fusion approach
Author :
Hou, Jing ; Li, X. Rong ; Jilkov, Vesselin P. ; Jing, Zhanrong
Author_Institution :
Dept. of Electron. & Inf., Northwestern Polytech. Univ., Xi´´an, China
Abstract :
A modified decomposition-and-fusion approach for target tracking in the presence of range-gate-pull-off (RGPO) is proposed. The RGPO detection problem consists of two parts: onset detection and termination detection. The likelihood ratio test used in the decomposition-and-fusion approach is replaced with sequential change detection, such as the cumulative sum test and Shiryayev´s sequential probability ratio test. The proposed approach overcomes the deficiencies of the likelihood ratio test, such as uncontrollable detection probability and neglect of old information, and fits well with the RGPO detection problem. These detectors are evaluated. Simulation results show that the proposed solution substantially outperforms the original solution since miss detection rate is greatly reduced by sequential detection.
Keywords :
maximum likelihood detection; probability; target tracking; RGPO detection problem; Shiryayev´s sequential probability ratio test; cumulative sum test; likelihood ratio test; modified decomposition-and-fusion approach; onset detection; range-gate-pull-off; sequential change detection; target tracking; termination detection; uncontrollable detection probability; Clutter; Detectors; Pulse measurements; Radar tracking; Target tracking; Time measurement; ECM; RGPO detection; sequential detection; target tracking;
Conference_Titel :
Information Fusion (FUSION), 2012 15th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4673-0417-7
Electronic_ISBN :
978-0-9824438-4-2