Polarimetric Target Detection in Compound Gaussian Sea Clutter With Inverse Gaussian Texture

杂乱 恒虚警率 高斯分布 计算机科学 探测器 旋光法 算法 人工智能 模式识别(心理学) 数学 雷达 物理 光学 电信 散射 量子力学
作者
Zhihang Wang,Zishu He,Qin He,Binbin Xiong,Ziyang Cheng
出处
期刊:IEEE Geoscience and Remote Sensing Letters [Institute of Electrical and Electronics Engineers]
卷期号:19: 1-5 被引量:10
标识
DOI:10.1109/lgrs.2021.3140057
摘要

This letter addresses the polarimetric target detection problem in compound Gaussian sea clutter. In view of the heavy-tailed characteristic of sea clutter, we model the sea clutter as compound Gaussian distribution with inverse Gaussian texture (IGCG). We propose three polarimetric compound Gaussian detectors based on the two-step Rao test, the Wald test, and the generalized likelihood ratio test (GLRT). Specifically, we assume that the polarimetric clutter covariance matrix (PCCM) and the inverse Gaussian textures are known in the first step, and the test statistics of the proposed polarimetric detectors are derived. In the second step, we use the training data to estimate PCCM and maximum a posteriori (MAP) to estimate the inverse Gaussian textures, and we obtain the fully adaptive detectors. Then, we give proof of the constant false alarm rate (CFAR) properties of the proposed detectors. We validate the performance of the proposed polarimetric detectors by conducting experiments based on simulated and real sea clutter data. Finally, the numerical results indicate that the proposed detectors exhibit better detection performance than their competitors and are robust when the mismatched signal occurs.
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