Feature estimation performance using a two-dimensional parametric model of radar scattering

被引:2
|
作者
vanderMerwe, A
Gerry, MJ
Potter, LC
Gupta, IJ
机构
关键词
scattering model; feature extraction; data compression; estimation bound;
D O I
10.1117/12.281569
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
As attributed scattering center model exploits scattering phenomenology that is not accessed through traditional SAR image formation. Frequency, aspect, and polarization dependent scattering behaviors are jointly processed to provide a concise, descriptive, high resolution analysis of regions of interest. Used in conjunction with other features such as shadows, context, and image texture, attributed scattering center features hold promise for both feature-based and model-based automatic target recognition systems. In this conference paper, we present a parametric model for radar scattering as a function of frequency and aspect angle: the model is suggested by high-frequency monostatic far-field scattering solutions provided by the geometrical theory of diffraction and physical optics. The scattering model is used for analysis of synthetic aperture radar data. The estimated parameters provide a concise, physically relevant description of measured scattering for use in target recognition, data compression and scattering studies. The scattering model may be fit to either complex-valued imagery or to radar phase history data using a nonlinear least-squares estimator. Statistical analysis of the scattering model serves to characterize uncertainty of estimated scattering parameters. Feature estimation performance bounds are evaluated for X-band. K-band, and ultra wideband synthetic aperture radar scenarios.
引用
收藏
页码:322 / 333
页数:12
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