Anti-diffusion and source identification with the 'RAW' scheme: A particle-based censored random walk

被引:27
|
作者
Ababou, R. [1 ]
Bagtzoglou, A. C. [2 ]
Mallet, A. [1 ]
机构
[1] Inst Mecan Fluides Toulouse, F-31400 Toulouse, France
[2] Univ Connecticut, Dept Civil & Environm Engn, Storrs, CT 06269 USA
关键词
Source identification; Inverse problem; Diffusion; Dispersion; Particle tracking; Random Walk; Advection-diffusion; Heterogeneous systems; Pollution; Back-tracking; Back-diffusion; Point source; Solute transport; Groundwater; TRANSIT-TIME DISTRIBUTIONS; ADVECTIVE-DISPERSIVE SYSTEMS; MATHEMATICAL-METHODS; FORENSIC TECHNIQUES; LIFE EXPECTANCY; GROUNDWATER AGE; POROUS-MEDIA; TRANSPORT; TRACKING; IMPLEMENTATION;
D O I
10.1007/s10652-009-9153-4
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents a novel methodology for time reversal in advective-diffusive pollutant transport in groundwater systems and other environmental flow systems (specifically: time reversal of diffusive terms). The method developed in this paper extends previous particle-based approaches like the Reversed Time Particle Tracking Method of Bagtzoglou [6]. The reversal of the 'diffusive' and/or 'macrodispersive' component of pollutant migration is especially under focus here. The basis of the proposed scheme for anti-diffusion is a continuous time, censored, non-local random walk capable of tracking groundwater solute concentration profiles over time while conserving the (reverse) Fickian properties of the anti-diffusing particle cloud in terms of moments. This scheme is an alternative to the direct solution of the eulerian concentration-based diffusion PDE, which is notoriously unstable in reverse time. Our analysis leads to the conclusion that an adaptive time stepping scheme-with decreasing time step-is necessary in order to maintain a constant amount of anti-diffusion (the reverse form of Fick's law). Specifically, we study the relations between the following parameters: time step evolution vs. time (or vs. number of steps); variance evolution (decrease rate); total time (or number of steps) required to reach a fully anti-diffused solution. The proposed approach is shown to be quite efficient; typically, for every ten time steps, one to two orders of magnitude reduction of the dispersion width of the plume can be attained. Furthermore, the method is shown to be asymptotically exact for reverse Fickian diffusion. The method is applied with success to several situations involving the diffusive transport of a conservative solute in the following cases: (i) Single source recovery in one-dimensional space with constant diffusion parameters (this example serves as a validation test for the theory); (ii) Single source recovery in two-dimensional space with constant isotropic diffusion (this example also serves as a test for the theory); (iii) Multiple source recovery in two-dimensional space, assuming isotropic diffusion. It is expected that the methodology tested in this paper is applicable more generally to complex environmental pollution problems involving multiple sources, anisotropic hydrodynamic dispersion, and space-time variable advection-diffusion flow systems; the modeling of reverse diffusion/dispersion in such systems is currently under investigation.
引用
收藏
页码:41 / 76
页数:36
相关论文
共 4 条
  • [1] Anti-diffusion and source identification with the ‘RAW’ scheme: A particle-based censored random walk
    R. Ababou
    A. C. Bagtzoglou
    A. Mallet
    Environmental Fluid Mechanics, 2010, 10 : 41 - 76
  • [2] On the accuracy of simulating mixing by random-walk particle-based mass-transfer algorithms
    Schmidt, Michael J.
    Pankavich, Stephen D.
    Benson, David A.
    ADVANCES IN WATER RESOURCES, 2018, 117 : 115 - 119
  • [3] Multi-branch Source Location Privacy Protection Scheme Based on Random Walk in WSNs
    Zhou, Liming
    Shan, Yingzi
    2019 IEEE 4TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND BIG DATA ANALYSIS (ICCCBDA), 2019, : 543 - 547
  • [4] A Particle-Based Conditional Sampling Scheme for the Simulation of Transport in Fractured Rock With Diffusion Into Stagnant Water and Rock Matrix
    Trinchero, Paolo
    Painter, Scott L.
    Poteri, Antti
    Sanglas, Jordi
    Cvetkovic, Vladimir
    Selroos, Jan-Olof
    WATER RESOURCES RESEARCH, 2020, 56 (04)