Title :
Cramér-Rao Bound for Multiple Target Tracking Using Intensity Measurements
Author :
Ristic, Branko ; Morelande, Mark
Author_Institution :
DSTO Maribyrnong, Melbourne
Abstract :
The paper investigates the recently proposed ultimate Cramer-Rao lower bound (CRLB) for tracking multiple targets (Ristic et al., 2004). There are three main contributions: (1) The effect of interaction between targets is analysed; (2) The multi-target CRLB is verified via Monte Carlo simulations; (3) The broader implication of the CRLB is illustrated in the context of a wireless sensor network.
Keywords :
Monte Carlo methods; intensity measurement; target tracking; wireless sensor networks; CRLB; Cramer-Rao lower bound; Monte Carlo simulations; intensity measurements; multiple target tracking; wireless sensor network; Acoustic measurements; Electromagnetic measurements; Radar detection; Radar signal processing; Radar tracking; Sensor systems; Signal processing algorithms; Surveillance; Target tracking; Wireless sensor networks; Bayesian estimation; Cramer-Rao lower bound; multiple target tracking; track-before-detect; wireless sensor networks;
Conference_Titel :
Information, Decision and Control, 2007. IDC '07
Conference_Location :
Adelaide, Qld.
Print_ISBN :
1-4244-0902-0
Electronic_ISBN :
1-4244-0902-0
DOI :
10.1109/IDC.2007.374576