TY - JOUR
T1 - A robust optimization technique for analysis of multi-tracer experiments
AU - Gharasoo, Mehdi
AU - Wietzke, Luzie M.
AU - Knorr, Bastian
AU - Bakkour, Rani
AU - Elsner, Martin
AU - Stumpp, Christine
N1 - Publisher Copyright:
© 2019 Elsevier B.V.
PY - 2019/7
Y1 - 2019/7
N2 - Fate and transport of solutes in heterogeneous porous media is largely affected by diffusive mass exchange between mobile and immobile water zones. Since it is difficult to directly measure and determine the effect in the aquifers, multi-tracer experiments in combination with mathematical modeling are used to obtain quantitative information about unknown system parameters such as the effective mobile and immobile porosity, and the diffusive mass exchange between mobile and immobile water zones. The Single Fissure Dispersion Model (SFDM)describing nonreactive transport of solutes in saturated dual-porosity media, has been employed as a modeling approach to explain dual-porosity experiments in the field and laboratory (column experiments). SFDM optimization with conventional methods of minimization was immensely difficult due to its complex analytical form. Thus, previous studies used a trial and error procedure to fit it to the experimental observations. In this study, a rigorous optimization technique based on the newly developed scatter search method is presented that automatically minimizes the SFDM to find the optimal values of the hydrogeologically related parameters. The new program (OptSFDM)is accompanied with an easy-to-use graphical user interface (GUI)that is flexible and fully integrated. The program usability is showcased by a few, previously presented experimental case studies, and compared against the currently available, trial-and-error based, command-line executable, SFDM code.
AB - Fate and transport of solutes in heterogeneous porous media is largely affected by diffusive mass exchange between mobile and immobile water zones. Since it is difficult to directly measure and determine the effect in the aquifers, multi-tracer experiments in combination with mathematical modeling are used to obtain quantitative information about unknown system parameters such as the effective mobile and immobile porosity, and the diffusive mass exchange between mobile and immobile water zones. The Single Fissure Dispersion Model (SFDM)describing nonreactive transport of solutes in saturated dual-porosity media, has been employed as a modeling approach to explain dual-porosity experiments in the field and laboratory (column experiments). SFDM optimization with conventional methods of minimization was immensely difficult due to its complex analytical form. Thus, previous studies used a trial and error procedure to fit it to the experimental observations. In this study, a rigorous optimization technique based on the newly developed scatter search method is presented that automatically minimizes the SFDM to find the optimal values of the hydrogeologically related parameters. The new program (OptSFDM)is accompanied with an easy-to-use graphical user interface (GUI)that is flexible and fully integrated. The program usability is showcased by a few, previously presented experimental case studies, and compared against the currently available, trial-and-error based, command-line executable, SFDM code.
KW - Nonlinear minimization
KW - Nonreactive transport
KW - Scatter search
KW - Single fissure dispersion model (SFDM)
KW - Tracer experiments
UR - http://www.scopus.com/inward/record.url?scp=85064275812&partnerID=8YFLogxK
U2 - 10.1016/j.jconhyd.2019.04.004
DO - 10.1016/j.jconhyd.2019.04.004
M3 - Article
C2 - 31005265
AN - SCOPUS:85064275812
SN - 0169-7722
VL - 224
JO - Journal of Contaminant Hydrology
JF - Journal of Contaminant Hydrology
M1 - 103481
ER -