Constant false alarm rate detection method in mixed Weibull distribution sea clutter

被引:1
|
作者
Mboungam, Abdel Hamid Mbouombouo [1 ]
Zhi, Yongfeng [1 ]
Monguen, Cedric Karel Fonzeu [2 ]
机构
[1] Northwestern Polytech Univ, Xian 710002, Shaanxi, Peoples R China
[2] Karlsruhe Inst Technol KIT, Inst Chem Technol & Polymer Chem, Engesserstr 20, D-76131 Karlsruhe, Germany
关键词
Detection probability; False alarm probability; Gaussian data; IPIX data; Modeling errors; Weibull clutter; COMPOUND-GAUSSIAN CLUTTER; CFAR DETECTION; MODEL;
D O I
10.1016/j.dsp.2024.104494
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In maritime surveillance, sea clutter represents a major obstacle to target detection accuracy due to missed or false alarms. Several methods have been proposed to find the most efficient. However, most of these methods have only been tested with simulated data, and their applicability and success in a real environment cannot be guaranteed. This work proposes constant false alarm rate (CFAR) detection techniques tailored to mixed Weibulldistributed sea clutter. The mixed Weibull distribution was used to model a mixture of Gaussian and nonGaussian data. For CFAR detection in mixed Weibull distribution and Weibull clutter, the log t CFAR (logtCFAR), Weber Haykin CFAR (WH-CFAR), Geometric Mean Order Statistic CFAR (GMOS-CFAR), Trimmed Mean Order Statistic CFAR (TMOS-CFAR), Inclusion/Exclusion CFAR (IE-CFAR), and Weber Haykin Order Statistic CFAR (WHOS-CFAR) algorithms were performed. Both synthetic and actual ice multi-parameter imaging X-band (IPIX) radar data were used for experimental verification of this distribution. Simulation studies demonstrated that the proposed detectors maintain the CFAR property in Weibull-distributed clutter, making them effective in controlled scenarios, and confirming how better is the detection performance compared to other detection methods. This research bridges a critical gap in radar signal processing by significantly improving the detection of targets in challenging clutter environments.
引用
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页数:15
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