Correlation properties of signals backscattered from fractal profile's

被引:6
作者
Addesso, Paolo [1 ]
Marano, Stefano
Restaino, Rocco
Tesauro, Manlio
机构
[1] Univ Salerno, Dept Informat & Elect Engn, I-84084 Fisciano, SA, Italy
[2] Univ Basilicata, Dipartimento Ingn & Fis Ambiente, I-85100 Potenza, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2007年 / 45卷 / 09期
关键词
fractals; image texture analysis; long-range dependence; rough surfaces; scattering;
D O I
10.1109/TGRS.2007.900679
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
A successful mathematical description of natural landscapes relies upon a class of random processes known as fractional Brownian motions (fBms), which may exhibit correlation with long-range dependence (LRD). In remote sensing applications, the sensor observes a certain real scene B and records data I for successive signal processing tasks. Assuming that B is modeled as an fBm, does the recorded signal I preserve the LRD character of B? More in general, can we relate the Hurst coefficient (an index of LRD) of the real scene to that of the recorded data? We address the problem in a simplified setup in which the data are related to (the slope of) the original scene through a zero-memory mapping. A mathematical framework is presented in which the above questions can be answered in the asymptotic regime of infinite data size. The effect of the finite sample size is also investigated. The mathematical model is also validated by real data, which are collected by a synthetic aperture radar that is mounted onboard of ERS-1/2 satellites.
引用
收藏
页码:2859 / 2868
页数:10
相关论文
共 40 条
[1]  
Abramowitz M., 1964, HDB MATH FUNCTIONS F, V55
[2]   Wavelet analysis of long-range-dependent traffic [J].
Abry, P ;
Veitch, D .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (01) :2-15
[3]  
ADDESSO P, 2005, P IGARSS SEOUL KOR J, V8, P5659
[4]  
ADDESSO P, 2004, P IGARSS ANCH AK SEP, V3, P2014
[5]  
ADDESSO P, 2005, THESIS U SALERNO SAL
[6]  
[Anonymous], 1982, RADAR REMOTE SENSING
[7]  
Beran J., 1994, Statistics for long-memory processes
[8]   Fractal analysis of the signal scattered from the sea surface [J].
Berizzi, F ;
Dalle-Mese, E .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1999, 47 (02) :324-338
[9]   Scattering from a 2-D sea fractal surface: Fractal analysis of the scattered signal [J].
Berizzi, F ;
Dalle-Mese, E .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2002, 50 (07) :912-925
[10]   Scattering coefficient evaluation from a two-dimensional sea fractal surface [J].
Berizzi, F ;
Mese, ED .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2002, 50 (04) :426-434