Fast adaptive update rate for tracking a manoeuvring target with a phased array radar, using IMM and MRIMM algoritms

被引:2
|
作者
Benoudnine, H. [1 ,2 ]
Keche, M. [2 ]
Ouamri, A. [2 ]
Woolfson, M.S. [3 ]
机构
[1] Faculté des Sciences et Sciences de l'Ingénieur, Abdelhamid Ibn Badis University, 227 rue Belhacel, 2700 Mostaganem, Algeria
[2] Département d'Eletronique, Faculté de Génie Electrique, Université des Sciences et de la Technologie Mohamed Boudiaf, B.P 1505, El Mnouar, Oran, Algeria
[3] Department of Electrical and Electronic Eng., Faculty of Engineering, University of Nottingham, Nottingham, United Kingdom
关键词
Intelligent systems - Target tracking;
D O I
10.3923/jas.2009.201.213
中图分类号
学科分类号
摘要
In this study, a new fast method for selecting the next update time in two maneuvering target tracking algorithms, namely the Interacting Multiple Models (IMM) algorithm and the Multi Rate Interacting Multiple Models (MRIMM), will be presented. Both IMM and MRIMM are used here to predict and estimate the target's possible states and to select the correct next update time. The idea is to assign to each model in the IMM and MRIMM algorithms an appropriate rate and to weight these rates by the models' probabilities to obtain the rate to use. The resulting algorithms are named, respectively, the Fast Adaptive IMM (FAIMM) algorithm and the Adaptive MRIMM (AMRIMM) algorithm. Using Monte Carlo simulations, the performances of these algorithms are compared to that of the Adaptive IMM algorithm that uses Van Keuk criterion to select the next update time and to that of the IMM algorithm and MRIMM that use a constant update time. © 2009 Asian Network for Scientific Information.
引用
收藏
页码:201 / 213
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