Mechanistic Model for Nanoparticle Retention in Porous Media

With sizes larger than molecules but smaller than colloidal particles, nanoparticles exhibit unique transport properties in porous media. They can easily pass through typical pore throats in reservoir formations with micron diameters, but may get retained by physicochemical interaction with the pore walls. Based on detailed analysis of nanoparticle retention data from an extensive series of transport experiments, we examine the limitations of classical models of transport and interaction with a stationary phase. Some features of nanoparticle transport and retention are similar to those of adsorbing/desorbing solutes, while others are similar to those of depositing colloids. But neither solute sorption nor colloid filtration alone can explain all nanoparticle retention features, and of particular importance for subsurface applications, neither model can predict the effect of changing flow conditions on nanoparticle retention. The model that accounts for most observations is an independent two-site model which postulates physically independent sites of fixed capacity: one for reversible attachment and the other for irreversible attachment. We validate the model against five distinctly different groups of experimental data from the literature, through a rigorous approach of obtaining the model parameters from one experiment and blind testing against data from other experiments when experimental conditions vary.

[1]  Seung-Woo Jeong,et al.  Aggregation and transport of copper oxide nanoparticles in porous media. , 2009, Journal of environmental monitoring : JEM.

[2]  Mahmood Hemmati,et al.  An experimental investigation of the enhanced oil recovery and improved performance of drilling fluids using titanium dioxide and fumed silica nanoparticles , 2013, Journal of Nanostructure in Chemistry.

[3]  Krzysztof Matyjaszewski,et al.  Ionic strength and composition affect the mobility of surface-modified Fe0 nanoparticles in water-saturated sand columns. , 2008, Environmental science & technology.

[4]  Kenneth Stuart Sorbie,et al.  Polymer-improved oil recovery , 1991 .

[5]  Tiantian Zhang,et al.  Modeling of nanoparticle transport in porous media , 2012 .

[6]  Clinton S. Willson,et al.  Predicting colloid transport through saturated porous media: A critical review , 2015 .

[7]  Linda M Abriola,et al.  Transport and retention of nanoscale C60 aggregates in water-saturated porous media. , 2008, Environmental science & technology.

[8]  Haiyang Yu Transport and retention of surface-modified nanoparticles in sedimentary rocks , 2012 .

[9]  Kurt D. Pennell,et al.  Investigation of the transport and deposition of fullerene (C60) nanoparticles in quartz sands under varying flow conditions. , 2008, Environmental science & technology.

[10]  Jirka Simunek,et al.  Physical factors affecting the transport and fate of colloids in saturated porous media , 2002 .

[11]  E. Petersen,et al.  Mobility of multiwalled carbon nanotubes in porous media. , 2009, Environmental science & technology.

[12]  Wei Zheng,et al.  Modeling manure colloid-facilitated transport of the weakly hydrophobic antibiotic florfenicol in saturated soil columns. , 2013, Environmental science & technology.

[13]  EÄ H,et al.  Laboratory Assessment of the Mobility of Nanomaterials in Porous Media , 2022 .

[14]  David Ryan Espinosa,et al.  Nanoparticle-Stabilized Supercritical CO2 Foams for Potential Mobility Control Applications , 2010 .

[15]  Charles R. O'Melia,et al.  Water and waste water filtration. Concepts and applications , 1971 .

[16]  S. Bryant,et al.  Fast strontium transport induced by hydrodynamic dispersion and pH‐dependent sorption , 2012 .

[17]  James M. Tour,et al.  Polymer-Coated Nanoparticles for Enhanced Oil Recovery , 2014 .

[18]  Thomas E. Milner,et al.  Theoretical and experimental investigation of the motion of multiphase fluids containing paramagnetic nanoparticles in porous media , 2010 .

[19]  Menachem Elimelech,et al.  Dynamics of Colloid Deposition in Porous Media: Blocking Based on Random Sequential Adsorption , 1995 .

[20]  M. Murphy Experimental analysis of electrostatic and hydrodynamic forces affecting nanoparticle retention in porous media , 2012 .

[21]  S. Bryant,et al.  Foams and emulsions stabilized with nanoparticles for potential conformance control applications , 2009 .

[22]  Denis M. O'Carroll,et al.  Simulation of the subsurface mobility of carbon nanoparticles at the field scale , 2010 .

[23]  A. Benamar,et al.  Particle transport in a saturated porous medium: Pore structure effects , 2007 .

[24]  M. Dentz,et al.  Modeling non‐Fickian transport in geological formations as a continuous time random walk , 2006 .

[25]  Dongye Zhao,et al.  Transport of carboxymethyl cellulose stabilized iron nanoparticles in porous media: column experiments and modeling. , 2009, Journal of colloid and interface science.

[26]  Steven L. Bryant,et al.  Investigation of nanoparticle adsorption during transport in porous media , 2013 .

[27]  S. Bryant,et al.  Transport and retention of aqueous dispersions of superparamagnetic nanoparticles in sandstone , 2014 .

[28]  Menachem Elimelech,et al.  Transport of single-walled carbon nanotubes in porous media: filtration mechanisms and reversibility. , 2008, Environmental science & technology.

[29]  B. Berkowitz,et al.  Visualization and analysis of nanoparticle transport and ageing in reactive porous media. , 2015, Journal of hazardous materials.

[30]  L. M. McDowell-Boyer,et al.  Particle transport through porous media , 1986 .

[31]  Andrew Davidson,et al.  Nanoparticle-Stabilized Emulsions for Applications in Enhanced Oil Recovery , 2010 .

[32]  B. Berkowitz,et al.  Transport of silver nanoparticles (AgNPs) in soil. , 2012, Chemosphere.

[33]  Federico Manuel Caldelas Experimental parameter analysis of nanoparticle retention in porous media , 2010 .

[34]  T. Harter,et al.  Transport of Cryptosporidium parvum in porous media: Long‐term elution experiments and continuous time random walk filtration modeling , 2006 .

[35]  R. Sethi,et al.  Enhanced transport of zerovalent iron nanoparticles in saturated porous media by guar gum , 2009 .

[36]  S. Kapusta,et al.  Nanotechnology Applications in Oil and Gas Exploration and Production , 2011, IPTC 2011.

[37]  M. Borkovec,et al.  Colloid-facilitated transport of strongly sorbing contaminants in natural porous media : A laboratory column study , 1996 .