Multi-Targets Recognition for High-Resolution Range Profile of Radar Based on Fuzzy Support Vector Machine

Authors:
C. H. Zheng;G. W. Zheng;L. C. Jiao;A. L. Ding
Affiliations:
-;-;-;-
Venue:
ICCIMA '03 Proceedings of the 5th International Conference on Computational Intelligence and Multimedia Applications
Year:
2003

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Robust classifier learning with fuzzy class labels for large-margin support vector machines

Neurocomputing

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Abstract

Multi target recognition of high-resolution 1-D radar image is proposed in this paper based on the fuzzy support vector machine. The four classes of finite real measured data of radar range profile image are recognized. Better simulation results were obtained compared with the traditional support vector machine approach. It is showed that the improved fuzzy support vector machine has the characteristics of simpler calculation and better testing correctness.