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Intelligent CFAR Detector Based on Support Vector Machine

delete2017-01-01
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L
Leiou Wang *
王东辉 封面图
王东辉 (Donghui Wang)
C
Chengpeng Hao
DOI:10.1109/ACCESS.2017.2774262delete
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摘要

摘要

En 中文
In this paper, we propose an intelligent constant false alarm rate detector, which uses support vector machine (SVM) techniques to improve the radar detection performance in different background environments. The proposed detector uses the variability index statistic as a feature to train a SVM and recognizes the current operational environment based on the classification results. The proposed detector has the intelligence to select the proper detector threshold adaptive to the current operational environment. This detector provides a low loss performance in homogeneous backgrounds and also performs robustly in nonhomogeneous environments including multiple targets and clutter edges.
Keyword:
Constant false alarm rate
support vector machine
variability index
automatic censored cell averaging
greatest of
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期刊

IEEE Access 封面图
IEEE Access
IF:
3.6
论文数:
9.8W
被引数:
29.4W

机构

C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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