Predicting Solute Transport Parameters in Saturated Porous Media Using Hybrid Algorithm

被引:5
|
作者
Bouredji, Hamza [1 ]
Bendjaballah Lalaoui, Nadia [1 ]
Rennane, Samira [1 ]
Merzougui, Abdelkrim [2 ]
机构
[1] Univ Sci & Technol Houari Boumed, Lab Mat Catalyt & Catalyseen Chim Organ, Algiers, Algeria
[2] Univ Mohamed Kheider, Lab Rech Genie Civil Hydraul Dev Durable & Enviro, Biskra, Algeria
关键词
Genetic algorithm; Finite volume method; Levenberg-Marquardt algorithm; Numerical solution; Physical non-equilibrium; IMMOBILE WATER-CONTENT; CONTAMINANT TRANSPORT; DISPERSION; TOLUENE; VOLUME;
D O I
10.30492/IJCCE.2020.38103
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This study aims to estimate the solute transport parameters in saturated porous media using a hybrid algorithm. In this study, the Physical Non-Equilibrium (PNE) model was used to describe the transport of solutes in porous media. A numerical solution for the PNE model is obtained using the Finite Volume Method (FVM) based on the Ttri-Diagonal Matrix Algorithm (TDMA). The developed program, written in Matlab, is capable to solve the advection-dispersion (ADE) and the PNE equations for the mobile -immobile (MIM)model with linear sorption isotherm. The Solute transport parameters, (immobile water content, mass transfer coefficient, and dispersion coefficient), are estimated using different algorithms such as the Levenberg-Marquardt algorithm (LM), genetic algorithm (GA), simulated annealing algorithm (SA). To overcome the limitations of deterministic optimization models which are rather unstable and divergent around a local minimum, a hybrid algorithm (GA+LM, SA+LM) permits to estimate of the solute transport parameters. Numerical solutions are verified using the experiments conducted by Semra (2003) which are about the transport of toluene through a column composed of impregnated Chromosorb grains at ambient temperature (20 degrees C) for three flow rates (1, 2 and 5ml/min). The results show that the hybrid algorithm (GA+LM, SA+LM) is more accurate than others (GA, SA, and LM). Comparing to the ADE model, The PNE with linear isotherm model gives a better description to the BeakThrough Curves (BTCs) with higher values of determination coefficient (R-2) and lower values of Root Mean Square Error (RMSE). Also, the solute transport parameters tended to vary with the flow rate.
引用
收藏
页码:945 / 954
页数:10
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