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Adaptive Coherent Detection for Maritime Radar Range-Spread Targets in Correlated Heavy-Tailed Sea Clutter With Lognormal Texture

Jian Xue, Zhen Fan, Shuwen Xu

2024IEEE Geoscience and Remote Sensing Letters11 citationsDOI

Abstract

This letter addresses the problem of adaptive coherent detection of maritime high-resolution radar range-spread targets in correlated heavy-tailed sea clutter. We first model radar sea clutter by the compound Gaussian model with lognormal texture and unknown speckle covariance matrix. The lognormal-distributed texture can capture the tail-level of sea clutter, and the speckle covariance matrix contains the pulse-to-pulse correlation of sea clutter. Then, based on the two-step generalized likelihood ratio test and the maximum likelihood or a posteriori estimation of unknown parameters, an adaptive coherent generalised likelihood ratio test with lognormal texture detector is proposed to detect radar range-spread targets. The proposed detector has the ability to be adaptive to clutter power mean, non-Gaussianity and pulse-to-pulse correlation. The performance evaluation experiments on simulated and measured data show that the proposed detector outperforms conventional adaptive detectors. More specifically, the detection results on measured data indicate that when the number of target range cells is 3 and the probability of detection reaches 0.8, the proposed detector has a signal-to-clutter ratio gain of about 1 dB over its competitors.

Topics & Concepts

ClutterCovariance matrixConstant false alarm rateSpeckle patternDetectorComputer scienceRadarSynthetic aperture radarArtificial intelligenceStationary target indicationLikelihood-ratio testStatisticsAlgorithmPattern recognition (psychology)MathematicsRadar imagingPulse-Doppler radarTelecommunicationsRadar Systems and Signal ProcessingOcean Waves and Remote SensingAdvanced SAR Imaging Techniques
Adaptive Coherent Detection for Maritime Radar Range-Spread Targets in Correlated Heavy-Tailed Sea Clutter With Lognormal Texture | Litcius