Process optimization of reservoir fines trapping by mesoporous silica nanoparticles using Box-Behnken design

被引:6
|
作者
Agi, Augustine [1 ,2 ]
Junin, Radzuan [1 ,2 ]
Jaafar, Mohd Zaidi [1 ,2 ]
Amin, Nor Aishah Saidina [3 ]
Sidek, Mohd Akhmal [1 ,2 ]
Yakasai, Faruk [1 ,5 ]
Faizal, Azrul Nurfaiz Mohd [4 ,6 ]
Gbadamosi, Afeez [7 ]
Oseh, Jeffrey [8 ]
机构
[1] Univ Teknol Malaysia, Fac Engn, Sch Chem & Energy Engn, Dept Petr Engn, Johor Baharu 81310, Malaysia
[2] Univ Teknol Malaysia, Inst Oil & Gas IFOG, Johor Baharu 81310, Malaysia
[3] Univ Teknol Malaysia, Fac Engn, Sch Chem & Energy Engn, Chem React Engn Grp CREG, Johor Baharu 81310, Johor, Malaysia
[4] Univ Teknol Malaysia, Fac Engn, Sch Chem & Energy Engn, Dept Chem & Energy, Johor Baharu 81310, Johor, Malaysia
[5] Bayero Univ, Fac Engn, Dept Chem & Petr Engn, PMB 3011, Kano, Nigeria
[6] Univ Teknol Malaysia, Ctr Lipids Engn & Appl Res CLEAR, Ibnu Sina Inst Sci & Ind Res ISI SIR, Utm Johor Bahru 81310, Johor, Malaysia
[7] Afe Babalola Univ, Coll Engn, Dept Chem & Petr Engn, PMB 5454, Ado Ekiti, Ekiti State, Nigeria
[8] Fed Univ Technol Owerri, Dept Petr Engn, Sch Engn & Engn Technol, PMB 1526, Owerri, Imo State, Nigeria
关键词
Fines migration; MSNP; Nanoparticles; Adsorption; Formation damage; Box-Behnken design; RICE HUSK SILICA; ADSORPTION; CRYSTALLIZATION; EQUILIBRIUM; AEROGELS;
D O I
10.1016/j.aej.2022.02.016
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Mesoporous silica nanoparticles (MSNP) were used to trap reservoir fines and adsorp-tion capacity of MSNP was optimized. Box-Behnken design was used to model effect of concentra-tion, time, salinity and pH on adsorption capacity of reservoir fines. Multiple response surface method was applied to optimize any combination of variables at which the maximum adsorption of the reservoir fines occurred. Microstructural analysis shows a mesoporous structure ranging from 2.88 to 44.8 nm with high specific surface area of 332 m(2)/g and purity of 94%. Pseudo-second order with regression coefficient (R-2) of 0.99 shows that the model best defines reservoir fines adsorption. Langmuir isotherm model with R-2 of 0.985 best fitted the equilibrium adsorption of kaolinite whereas high R-2 of 0.98 and lower sum of squared errors of illite for Freundlich model indicates it is better than Langmuir model. Heterogeneity factor value of 1/n < 1 and n values of 5-11 shows sufficient site for adsorption. Predicted reservoir fines adsorption with R-2 of kaolinite (98.77%) and illite (99.32%) close to unity indicates that the model is highly consistent with the experimental results with high precision and reliability. Experimental and statistical analysis proved that MSNP can fixate reservoir fines and has adequate capacity to be rejuvenated and reused. (C) 2022 Production and hosting by Elsevier B.V. on behalf of Faculty of Engineering, Alexandria University.
引用
收藏
页码:8809 / 8821
页数:13
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