Title :
ARTMAP-FD: familiarity discrimination applied to radar target recognition
Author :
Carpenter, Gail A. ; Rubin, Mark A. ; Streilein, William W.
Author_Institution :
Dept. of Cognitive & Neural Syst., Boston Univ., MA, USA
Abstract :
ARTMAP-FD extends fuzzy ARTMAP to perform familiarity discrimination. That is, the network learns to abstain from meaningless guesses on patterns not belonging to a class represented in the training set. ARTMAP-FD can also be applied in conjunction with sequential evidence accumulation. Its performance is illustrated here on simulated radar range profile data
Keywords :
ART neural nets; case-based reasoning; fuzzy neural nets; radar target recognition; self-organising feature maps; ARTMAP-FD; familiarity discrimination; fuzzy ARTMAP; neural net; radar target recognition; sequential evidence accumulation; simulated radar range profile data; Airborne radar; Aircraft; Benchmark testing; Fuzzy neural networks; Fuzzy systems; Neural networks; Pattern recognition; Reflection; Scalability; Target recognition;
Conference_Titel :
Neural Networks,1997., International Conference on
Conference_Location :
Houston, TX
Print_ISBN :
0-7803-4122-8
DOI :
10.1109/ICNN.1997.614010
