DocumentCode
2578581
Title
IMM estimator for maneuvering target tracking with Improved Current Statistical Model
Author
Vasuhi, S. ; Vaidehi, V. ; Rincy, T.
Author_Institution
Dept. of Electron. Eng., Anna Univ., Chennai, India
fYear
2011
fDate
3-5 June 2011
Firstpage
286
Lastpage
290
Abstract
Target tracking is one of the most important applications of Wireless Sensor Networks (WSN). It is the state estimation of a moving object based on sensor information. Interacting Multiple Model (IMM) estimator is a self adaptable, multiple model filters with less computational complexity where estimation is done by probabilistically integrating different models. This paper proposes IMM estimator with Improved Current Statistical Model (ICSM). The main feature of this estimator is ability to track the maneuvering target according to its current acceleration so that it can track accurately as its original motion. IMM is implemented with two models namely Constant velocity (CV) and ICSM to track the uniform and maneuvering targets respectively. The estimator is examined for different motions and simulation result is compared with the traditional IMM estimator. The accuracy of the proposed tracking has been validated for missing event cases and different scenarios.
Keywords
Kalman filters; communication complexity; image motion analysis; matrix algebra; state estimation; statistical analysis; target tracking; wireless sensor networks; ICSM; IMM estimator; computational complexity; constant velocity; improved current statistical model; interacting multiple model estimator; maneuvering target tracking; multiple model filter; state estimation; wireless sensor network; Acceleration; Estimation; Filtering algorithms; Mathematical model; Noise; Target tracking; Wireless sensor networks; IMM; Improved Current Statistical Model; Maneuvering Target; WSN; constant velocity model;
fLanguage
English
Publisher
ieee
Conference_Titel
Recent Trends in Information Technology (ICRTIT), 2011 International Conference on
Conference_Location
Chennai, Tamil Nadu
Print_ISBN
978-1-4577-0588-5
Type
conf
DOI
10.1109/ICRTIT.2011.5972417
Filename
5972417
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