用双谱估计方法检测海面SAR成像过程中的非线性

Jean-Marc Le Caillec, R. Garello, B. Chapron
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引用次数: 4

摘要

在过去的十年中,高阶矩一直是一个重要的研究领域,但通常仅限于一维信号的情况。我们在本文中引入了一个二维双谱来检测非线性在SAR图像映射过程中,通过使用二维信号的双相干性,理论上是平坦的在所有频率上,如果过程是线性的。本文提出了两种双相干估计方法,第一种方法采用直接双谱估计方法和谱估计方法的周期图,第二种方法采用间接方法和相关图。为了验证我们的非线性检测方法,我们首先在两个模拟图像上进行了测试,一个是线性的,一个是非线性的,然后在两个SAR图像上进行了测试,其中一个似乎是非线性的。通过比较SAR图像与模拟图像的双相干性,得出结论。
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Detection of nonlinearity in sea surface SAR imaging process using bispectrum method estimation
Higher order moments have been, for the last decade, an important field of interest, but generally limited to one dimensional signal cases. We introduce in this paper a 2D bispectrum to detect nonlinearity in the SAR image mapping process, by using the bicoherency of a 2D signal which is theoretically flat over all frequencies, if the process is linear. Two bicoherency estimators are developed, the first one using a direct method for bispectral estimation and a periodogram for the spectral estimator, and the second one based on an indirect method and correlogram. In order to validate our nonlinearity detection method, we have tested it first on two simulated images, a linear one and a nonlinear one, and then on two SAR images, one seeming to be nonlinear. Conclusions are drawn by comparing the SAR image and the simulated image bicoherencies.
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