Title :
The Recursive Fusion Algorithm with Out-of-Sequence Measurements for Sensor Networks
Author :
Wen, Chenglin ; Tang, Xianfeng ; Ge, Quanbo
Author_Institution :
Hangzhou Dianzi Univ., Hangzhou
Abstract :
In the target tracking system, the phenomenon of "out-of-sequence" measurements (OOSM) always occurs due to different rate of data transmission and random communication delays. The fusion problem with one-step-lag OOSM for sensor networks is researched in this paper. A recursive algorithm is derived based on algorithm Al and the sequential weighted fusion technology. With the exception of slightly lower fusion accuracy, the proposed algorithm is better than the existing approach (X. B. Zhang et al., 2006) in other performance indexes, such as real-time performance, storage, applicability and fault tolerance. So, the application ability of the existing method is greatly limited in practical systems. The superiority of the novel algorithm is shown by performance analysis and computer simulation.
Keywords :
distributed sensors; recursive estimation; sensor fusion; target tracking; algorithm Al; data transmission; one-step-lag OOSM; out-of-sequence measurements; performance indexes; random communication delays; recursive algorithm; recursive fusion algorithm; sensor networks; sequential weighted fusion technology; target tracking system; Automation; Data communication; Electric variables measurement; Intelligent sensors; Noise measurement; Performance analysis; Sensor fusion; Sensor phenomena and characterization; Sensor systems; Target tracking; OOSM; data fusion; recursive weighted; sensor networks;
Conference_Titel :
Signal Design and Its Applications in Communications, 2007. IWSDA 2007. 3rd International Workshop on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-1074-3
Electronic_ISBN :
978-1-4244-1074-3
DOI :
10.1109/IWSDA.2007.4408400