DocumentCode :
390698
Title :
Multisensor fusion based on decision-making in INS/CCD/SAR integrated systems
Author :
Chunhong, JIANG ; Zhe, Chen
Author_Institution :
Sch. of Autom. Sci. & Electr. Eng., Beijing Univ. of Aeronaut. & Astronaut., China
Volume :
1
fYear :
2002
fDate :
28-31 Oct. 2002
Firstpage :
695
Abstract :
This paper presents a novel multisensor fusion method using the fuzzy ARTMAP neural network and Dempster-Shafer theory of evidence in INS/CCD/SAR (inertial navigation system/optical charged device/synthetic aperture radar) integrated systems. In this method, the CCD and SAR systems work independently. Fusion work takes effect in the decision-making level, not in the pixel level. First, this method use fuzzy ARTMAP NN to classify both the CCD and SAR real-time images according to the image quality, then those ´good´ real-time images are matched with CCD and SAR reference images respectively, and matching positions obtained; and then, the two matching positions are fused by the D-S theory of evidence to judge which position is more accurate; finally, the fusion result is integrated with INS to attain the optimal state estimation of navigation/guidance parameters. Simulation results show that this fusion method can improve the precision of the end guidance system.
Keywords :
ART neural nets; CCD image sensors; case-based reasoning; decision making; fuzzy neural nets; inertial navigation; radar computing; radar imaging; sensor fusion; state estimation; synthetic aperture radar; Dempster-Shafer theory of evidence; INS/CCD/SAR integrated systems; decision making; end guidance system; fuzzy ARTMAP NN; fuzzy ARTMAP neural network; image quality; inertial navigation system; multisensor fusion; navigation/guidance parameters; optical charged device; optimal state estimation; precision; real-time images; synthetic aperture radar; Adaptive optics; Charge coupled devices; Decision making; Fuzzy neural networks; Fuzzy systems; Inertial navigation; Integrated optics; Neural networks; Optical devices; Synthetic aperture radar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON '02. Proceedings. 2002 IEEE Region 10 Conference on Computers, Communications, Control and Power Engineering
Print_ISBN :
0-7803-7490-8
Type :
conf
DOI :
10.1109/TENCON.2002.1181369
Filename :
1181369
Link To Document :
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