UWB radar detection of targets in foliage using alpha-stable clutter models

We address the problem of detection of targets obscured by a forest canopy using an ultrawideband (UWB) radar. The forest clutter observed in the radar imagery is a highly impulsive random process that is more accurately modeled with the recently proposed class of alpha-stable processes as compared with Gaussian, Weibull, and K-distribution models. With this more accurate model, segmentation is performed on the imagery into forest and clear regions. Further, a region-adaptive symmetric alpha stable (S/spl alpha/S) constant false-alarm rate (CFAR) detector is introduced and its performance is compared with the Weibull and Gaussian CFAR detectors. The results on real data show that the S/spl alpha/S CFAR performs better than the Weibull and Gaussian CFAR detectors in detecting obscured targets.

[1]  Chrysostomos L. Nikias,et al.  Fast estimation of the parameters of alpha-stable impulsive interference , 1996, IEEE Trans. Signal Process..

[2]  Lee C. Potter,et al.  Near-least-squares radio frequency interference suppression , 1995, Defense, Security, and Sensing.

[3]  Rama Chellappa,et al.  Adaptive target detection in foliage-penetrating SAR images using alpha-stable models , 1999, IEEE Trans. Image Process..

[4]  Chrysostomos L. Nikias,et al.  Recent results in applications and processing of α-stable-distributed time series , 1996 .

[5]  Ioannis A. Koutrouvelis,et al.  Regression-Type Estimation of the Parameters of Stable Laws , 1980 .

[6]  N. Morinaga,et al.  Detection performance in K-distributed and correlated Rayleigh clutters , 1989 .

[7]  N. Nandhakumar,et al.  Detection of obscured targets in heavy-tailed radar clutter using an ultra-wideband (UWB) radar and alpha-stable clutter models , 1996, Conference Record of The Thirtieth Asilomar Conference on Signals, Systems and Computers.

[8]  Jr . L. James Marier,et al.  Correlated K-distributed clutter generation for radar detection and track , 1995 .

[9]  Dan R. Sheen,et al.  Foliage transmission measurements using a ground-based ultrawide band (300-1300 MHz) SAR system , 1994, IEEE Trans. Geosci. Remote. Sens..

[10]  J. Goodman Some fundamental properties of speckle , 1976 .

[11]  Rama Chellappa,et al.  Non-Gaussian CFAR techniques for target detection in high resolution SAR images , 1994, Proceedings of 1st International Conference on Image Processing.

[12]  Chrysostomos L. Nikias,et al.  Performance of optimum and suboptimum receivers in the presence of impulsive noise modeled as an alpha-stable process , 1995, IEEE Trans. Commun..

[13]  S. Watts,et al.  Radar Detection Prediction in K-Distributed Sea Clutter and Thermal Noise , 1987, IEEE Transactions on Aerospace and Electronic Systems.

[14]  Chrysostomos L. Nikias,et al.  On blind channel identification for impulsive signal environments , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[15]  E. Fama,et al.  Parameter Estimates for Symmetric Stable Distributions , 1971 .

[16]  B. C. Armstrong,et al.  CFAR detection of fluctuating targets in spatially correlated K-distributed clutter , 1991 .

[17]  Saleem A. Kassam,et al.  Analysis of CFAR processors in homogeneous background , 1988 .

[18]  Donald Geman,et al.  Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[19]  J. Fleischman,et al.  Foliage attenuation and backscatter analysis of SAR imagery , 1996, IEEE Transactions on Aerospace and Electronic Systems.

[20]  M. Taqqu,et al.  Stable Non-Gaussian Random Processes : Stochastic Models with Infinite Variance , 1995 .

[21]  David Middleton,et al.  Threshold Detection in Non-Gaussian Interference Environments: Exposition and Interpretation of New Results for EMC Applications , 1984, IEEE Transactions on Electromagnetic Compatibility.

[22]  D. Schleher,et al.  Radar Detection in Weibull Clutter , 1976, IEEE Transactions on Aerospace and Electronic Systems.

[23]  Marco Lops,et al.  Radar detection of signals with unknown parameters in K-distributed clutter , 1991 .

[24]  J. Jao Amplitude distribution of composite terrain radar clutter and the κ-Distribution , 1984 .

[25]  C. L. Nikias,et al.  Signal processing with alpha-stable distributions and applications , 1995 .

[26]  Hugh Griffiths,et al.  False alarm control in spiky clutter by multi-burst range-Doppler processing , 1992 .

[27]  L. Nguyen,et al.  Focusing of Dispersive Targets Using Synthetic Aperture Radar , 1994 .

[28]  R. S. Raghavan,et al.  A method for estimating parameters of K-distributed clutter , 1991 .

[29]  C. L. Nikias,et al.  Signal processing with fractional lower order moments: stable processes and their applications , 1993, Proc. IEEE.

[30]  Chrysostomos L. Nikias,et al.  Fast estimation of the parameters of alpha-stable impulsive interference using asymptotic extreme value theory , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[31]  S. Haykin,et al.  Canadian East Coast radar trials and the K-distribution , 1991 .

[32]  L. Carin,et al.  Short-pulse plane-wave scattering from buried perfectly conducting bodies of revolution , 1996 .

[33]  Chrysostomos L. Nikias,et al.  Evaluation of fractional, lower-order statistics-based detection algorithms on real radar sea-clutter data , 1997 .

[34]  Carl E. Baum,et al.  The singularity expansion method and its application to target identification , 1991, Proc. IEEE.

[35]  Harold Finn,et al.  A CFAR Design for a Window Spanning Two Clutter Fields , 1986, IEEE Transactions on Aerospace and Electronic Systems.

[36]  Martin Rofheart,et al.  Order N^2 log(N) backprojector algorithm for focusing wide-angle wide-bandwidth arbitrary-motion synthetic aperture radar , 1996, Defense, Security, and Sensing.