Bounded lognormal cascades as quasi-multiaffine random processes

被引:14
作者
Menabde, M [1 ]
机构
[1] Univ Auckland, Dept Phys, Auckland 1, New Zealand
关键词
D O I
10.5194/npg-5-63-1998
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
A new model for simulating non-negative random processes is developed. The model is based on a bounded random multiplicative cascade with a lognormal generator with the scale parameter dependent on the number of steps in the cascade. It is shown, both analytically and numerically, that the simulated field has multiaffine properties within some restricted range of scales. This type of random processes is defined here as quasi-multiaffine. A procedure for retrieving the modeling parameters from real data is also discussed.
引用
收藏
页码:63 / 67
页数:5
相关论文
共 13 条
[1]  
BENZI R, 1993, PHYSICA D, V65, P353
[2]  
CAHALAN RF, 1990, P 4 INT M STAT CLIM, P28
[3]  
Davis A, 1996, J ATMOS SCI, V53, P1538, DOI 10.1175/1520-0469(1996)053<1538:SIOLWD>2.0.CO
[4]  
2
[5]  
Devroye L., 1986, NONUNIFORM RANDOM VA
[6]  
GUPTA VK, 1993, J APPL METEOROL, V32, P251, DOI 10.1175/1520-0450(1993)032<0251:ASAOMR>2.0.CO
[7]  
2
[8]   BOUNDED CASCADE MODELS AS NONSTATIONARY MULTIFRACTALS [J].
MARSHAK, A ;
DAVIS, A ;
CAHALAN, R ;
WISCOMBE, W .
PHYSICAL REVIEW E, 1994, 49 (01) :55-69
[9]   Self-similar random fields and rainfall simulation [J].
Menabde, M ;
Seed, A ;
Harris, D ;
Austin, G .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1997, 102 (D12) :13509-13515
[10]   Multiscaling properties of rainfall and bounded random cascades [J].
Menabde, M ;
Harris, D ;
Seed, A ;
Austin, G ;
Stow, D .
WATER RESOURCES RESEARCH, 1997, 33 (12) :2823-2830