Continuous time random walks revisited: first passage time and spatial distributions

被引:32
作者
Margolin, G [1 ]
Berkowitz, B [1 ]
机构
[1] Weizmann Inst Sci, Dept Environm Sci & Energy Res, IL-76100 Rehovot, Israel
基金
以色列科学基金会;
关键词
CTRW; anomalous transport; fractional derivative equations;
D O I
10.1016/j.physa.2003.10.069
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We investigate continuous time random walk (CTRW) theory, which often assumes an algebraic decay for the single transition time probability density function (pdf) psi(t)similar tot(-1-beta) for large times t. In this form, beta is a constant (0 < beta < 2) defining the functional behavior of the transport. The use of algebraically decaying single transition time/distance distributions has been ubiquitous in the development of different transport models, as well as in construction of fractional derivative equations, which are a subset of the more general CTRW. We prove the need for and develop modified solutions for the first passage time distributions (FPTDs) and spatial concentration distributions for 0.5 < beta < 1. Good agreement is found between our CTRW solutions and simulated distributions with an underlying lognormal single transition time pdf (that does not possess a constant beta). Moreover, simulated FPTD distributions are observed to approximate closely different Levy stable distributions with growing beta as travel distance increases. The modifications of CTRW distributions also point to the limitations of fractional derivative equation (FDE) approaches appearing in the literature. We propose an alternative form of a FDE, corresponding to our CTRW distributions in the biased 1d case for all 0 < beta < 2, beta not equal 1. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:46 / 66
页数:21
相关论文
共 20 条
[1]   Anomalous transport in laboratory-scale, heterogeneous porous media [J].
Berkowitz, B ;
Scher, H ;
Silliman, SE .
WATER RESOURCES RESEARCH, 2000, 36 (01) :149-158
[2]   Theory of anomalous chemical transport in random fracture networks [J].
Berkowitz, B ;
Scher, H .
PHYSICAL REVIEW E, 1998, 57 (05) :5858-5869
[3]   Application of continuous time random walk theory to tracer test measurements in fractured and heterogeneous porous media [J].
Berkowitz, B ;
Kosakowski, G ;
Margolin, G ;
Scher, H .
GROUND WATER, 2001, 39 (04) :593-604
[4]   The role of probabilistic approaches to transport theory in heterogeneous media [J].
Berkowitz, B ;
Scher, H .
TRANSPORT IN POROUS MEDIA, 2001, 42 (1-2) :241-263
[5]  
Feller W., 1966, INTRO PROBABILITY TH, V2
[6]   Analysis of field observations of tracer transport in a fractured till [J].
Kosakowski, G ;
Berkowitz, B ;
Scher, H .
JOURNAL OF CONTAMINANT HYDROLOGY, 2001, 47 (01) :29-51
[7]   ASYMPTOTIC DISTRIBUTIONS OF CONTINUOUS-TIME RANDOM-WALKS - A PROBABILISTIC APPROACH [J].
KOTULSKI, M .
JOURNAL OF STATISTICAL PHYSICS, 1995, 81 (3-4) :777-792
[8]   Application of continuous time random walks to transport in porous media [J].
Margolin, G ;
Berkowitz, B .
JOURNAL OF PHYSICAL CHEMISTRY B, 2000, 104 (16) :3942-3947
[9]   Spatial behavior of anomalous transport [J].
Margolin, G ;
Berkowitz, B .
PHYSICAL REVIEW E, 2002, 65 (03) :1-031101
[10]   The random walk's guide to anomalous diffusion: a fractional dynamics approach [J].
Metzler, R ;
Klafter, J .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2000, 339 (01) :1-77