Transp Porous Med (2014) 101:477–505
DOI 10.1007/s11242-013-0255-6
Thermodynamics, Kinetics, and Hydrodynamics of
Mixed Salt Precipitation in Porous Media: Model
Development and Parameter Estimation
Hossein Safari · Mohammad Jamialahmadi
Received: 2 August 2013 / Accepted: 21 November 2013 / Published online: 6 December 2013
© Springer Science+Business Media Dordrecht 2013
Abstract Demands for hydrocarbon production have been increasing in recent years. Today
many oilfields around the world are afflicted by the problem of scaling leading to severe
formation damage and hampering of petroleum production from hydrocarbon reservoirs. In
current study, a mathematical model for prediction of permeability reduction due to scale
deposition is developed based on thermodynamics, kinetics, and hydrodynamics of mixed
salt precipitation during flow through porous media. Model predictions are compared with
sound experimental data for single deposition of barium sulfate and most importantly, for
simultaneous precipitation of barium sulfate and strontium sulfate onto rock surface. Owing to
high nonlinearity of the proposed model, kinetic parameters embedded in the mathematical
model were tuned employing a new approach based on a hybrid algorithm consisting of
particle swarm optimization (PSO) technique and pattern search (PS) algorithm. The average
absolute deviations ranging from 1.03 to 9.3 % were observed between model forecasts
and experimental data which corroborate the suitability and applicability of the model and
also confirm the capability of PSO–PS hybrid algorithm as a highly efficient optimization
tool. Estimated values for kinetic parameters are also in accordance with collision theory of
chemical reactions.
Keywords Mixed salt precipitation · Permeability reduction · Mathematical model ·
Particle swarm optimization · Pattern Search
List of symbols
l
1
–l
5
Constants
a
1,2
Constants
a
M
, a
X
Activity of cationic and anionic compound, respectively (mol L
-1
)
A
∅
Debye–Huckel coefficient
A
g
Total surface area of grains (m
2
)
H. Safari (B ) · M. Jamialahmadi
Department of Petroleum Engineering, Petroleum University of Technology, P.O. Box 63431, Ahvaz, Iran
e-mail: safari.hossein68@gmail.com
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