DocumentCode :
288519
Title :
Fuzzy ARTMAP automatic target recognition from single and multiple wavelength radar range profiles
Author :
Rubin, Mark A.
Author_Institution :
Div. of Phys., Naval Air Warfar Center, China Lake, CA, USA
Volume :
3
fYear :
1994
fDate :
27 Jun-2 Jul 1994
Firstpage :
1613
Abstract :
We investigate the use of the Fuzzy ARTMAP neural network for automatic classification of targets based on their radar range profiles. Tests on synthetic data indicate that arbitrarily high accuracy may be achieved by increasing sufficiently the number of aspects used during training. Improvement of accuracy with a fixed number of training aspects can be achieved by simultaneous use of profiles taken at different wavelengths. The problem of rejecting patterns not present in the training set is also examined
Keywords :
fuzzy neural nets; learning (artificial intelligence); pattern classification; radar target recognition; Fuzzy ARTMAP; automatic target classification; learning; neural network; radar range profiles; wavelengths; Character recognition; Neural networks; Optical reflection; Pattern recognition; Radar; Signal generators; Sorting; Target recognition; Testing; Voting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-1901-X
Type :
conf
DOI :
10.1109/ICNN.1994.374397
Filename :
374397
Link To Document :
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