DocumentCode :
2542055
Title :
Interacting fuzzy multimodel intelligent tracking system for swift target manoeuvres
Author :
Gokkus, Levent ; Erkmen, Aydan M. ; Tekinalp, Ozan
Author_Institution :
Dept. of Aeronaut. Eng., Middle East Tech. Univ., Ankara, Turkey
Volume :
2
fYear :
1997
fDate :
7-11 Sep 1997
Firstpage :
766
Abstract :
The objective of the paper is to generate the necessary subsystems for the intelligent guidance of an airborne vehicle locking onto a swift target. This paper focuses on the generation of an intelligent tracker module equipped with a wavelet based neural network that learns predictions from past experience. The perception of actual target manoeuvre and prediction of its future states are achieved in this work by “projecting” actual observations into decision spaces of local fuzzy predictions based on independent prototypical trajectory types: linear, parabolic and square root type trajectory. Decentralized tracking decisions are thus generated which are further evaluated by learning prediction module and are fused before being sent to the guidance module. The tracker is tested for 3 dimensional target tracking problem
Keywords :
aircraft control; fuzzy control; intelligent control; mobile robots; multivariable control systems; neurocontrollers; target tracking; wavelet transforms; 3D target tracking problem; airborne vehicle; aircraft; decentralized tracking decisions; future state prediction; independent prototypical trajectory types; intelligent guidance; interacting fuzzy multimodel intelligent tracking system; linear trajectory; local fuzzy predictions; parabolic trajectory; square root type trajectory; swift target manoeuvres; target tracking; wavelet based neural network; Fuzzy systems; Intelligent networks; Intelligent systems; Intelligent vehicles; Navigation; Neural networks; Prototypes; Target tracking; Testing; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems, 1997. IROS '97., Proceedings of the 1997 IEEE/RSJ International Conference on
Conference_Location :
Grenoble
Print_ISBN :
0-7803-4119-8
Type :
conf
DOI :
10.1109/IROS.1997.655097
Filename :
655097
Link To Document :
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