Title :
Variable- and fixed-structure augmented ZMM algorithms using coordinated turn model
Author :
Semerdjiev, Emil ; Mihaylova, Ludmila ; Li, X.
Author_Institution :
Central Lab. for Parallel Process., Bulgarian Acad. of Sci., Sofia, Bulgaria
Abstract :
A new variable-structure (VS) Augmented Interacting Multiple Model (AIMM) technique is developed in the paper. Fixed-structure (FS) and VS AIMM algorithms using augmented constant velocity and augmented coordinated turn (ACT) models, are proposed. The ACT model includes the difference between the unknown current turn rate and its value assumed in the IMM models. Due to the estimated turn rate, significant self-adjusting abilities are provided to the designed AIMM algorithms, which give very good overall accuracy and consistency. Both AIMM algorithms are compared to a particular VS adaptive grid IMM algorithm. It is shown that the VS IMM algorithms possess better mobility, while the FS AIMM algorithm possesses better consistency. The VS AIMM algorithm provides the best estimation of the turn rate.
Keywords :
military communication; military computing; sensor fusion; target tracking; augmented constant velocity; augmented coordinated turn; augmented interacting multiple model; coordinated turn model; fixed-structure augmented ZMM algorithms; self-adjusting abilities; variable-structure augmented ZMM algorithms; Algorithm design and analysis; Control systems; Electronic mail; Inference algorithms; Laboratories; Military aircraft; Parallel processing; Target tracking; Testing; Uncertainty;
Conference_Titel :
Information Fusion, 2000. FUSION 2000. Proceedings of the Third International Conference on
Conference_Location :
Paris, France
Print_ISBN :
2-7257-0000-0
DOI :
10.1109/IFIC.2000.862587