Title :
2-D data extrapolation for high resolution radar imaging using autoregressive lattice modelling
Author :
Erer, I. ; Kartal, M. ; Kayran, A.H.
Author_Institution :
Fac. of the Electron. & Electr. Eng., Istanbul Tech. Univ., Turkey
fDate :
10/1/2001 12:00:00 AM
Abstract :
A new method to estimate backscattered fields beyond the measurement range is described. The available data is extrapolated by 2-D linear prediction of 2-D cartesian frequency spectra using 2-D orthogonal lattice predictors. Since this technique does not guarantee a stable prediction filter, one may have to modify the prediction parameters to ensure stability. These modified parameters can be used for the 2-D extrapolation of the 2-D cartesian backscattered data. It is shown that the inverse Fourier transform of the extended data achieves better resolved images both in range and cross-range for simulated and experimental targets. The algorithm is based on 2-D extrapolation of the backscattered data, while other existing algorithms extrapolate range or cross-range profiles separately owing to the separability assumption of the input data. The method provides more reliable results for both experimental and real-world targets which cannot be described by the point target model. Moreover, the complexity related with the calculation of prediction coefficients is independent of the extrapolation factor
Keywords :
Fourier transforms; autoregressive processes; backscatter; extrapolation; filtering theory; image resolution; inverse problems; prediction theory; radar imaging; radar resolution; 2D cartesian backscattered data; 2D cartesian frequency spectra; 2D data extrapolation; 2D linear prediction; 2D orthogonal lattice predictors; AR lattice modelling; autoregressive lattice modelling; backscattered field estimation; cross-range profile; experimental targets; high resolution radar imaging; image resolution; inverse Fourier transform; measurement range; modified prediction parameters; prediction coefficients; prediction filter; range profile; simulated targets;
Journal_Title :
Radar, Sonar and Navigation, IEE Proceedings -
DOI :
10.1049/ip-rsn:20010541