Transport of nanoparticles and kinetics in packed beds: A numerical approach with lattice Boltzmann simulations and particle tracking

Abstract The lattice Boltzmann method is employed in conjunction with a Lagrangian particle tracking algorithm to investigate the fate and transport of nanoparticles as they propagate in porous columns that are packed with spherical particles. In this approach, physical phenomena that result in particle retention and remobilization are represented by a probability for adsorption and desorption, respectively. The method is validated with experiments where polymer-stabilized purified multi-walled carbon nanotubes propagate in a column packed with inert glass beads. Comparison of simulation results to the conventional filtration equation leads to the correlation of the simulation input parameters to macroscopically observed parameters, such as adsorption and desorption rate constants. It is found that adsorption and desorption nominal rates do not affect the diffusivity of the nanoparticles significantly (the change in particle diffusivity is less than 4%) and that particles with smaller size, where the Brownian motion is dominant, are retained more than larger particles. The difference in particle recovery for small versus large particles is of up to 36% when the probability for adsorption is as high as 0.01.

[1]  H. Brenner,et al.  Dispersion/reaction model of aerosol filtration by porous filters , 1990 .

[2]  German V. Kolmakov,et al.  Using nanoparticle-filled microcapsules for site-specific healing of damaged Substrates: creating a "repair-and-go" system. , 2010, ACS nano.

[3]  Nathalie Tufenkji,et al.  Correlation equation for predicting single-collector efficiency in physicochemical filtration in saturated porous media. , 2004, Environmental science & technology.

[4]  S. Yates,et al.  Modeling colloid attachment, straining, and exclusion in saturated porous media. , 2003, Environmental science & technology.

[5]  Monica L. Skoge,et al.  Packing hyperspheres in high-dimensional Euclidean spaces. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[6]  M. Elimelech,et al.  Environmental applications of carbon-based nanomaterials. , 2008, Environmental science & technology.

[7]  Y. Qian,et al.  Lattice BGK Models for Navier-Stokes Equation , 1992 .

[8]  Menachem Elimelech,et al.  Transport of in Situ Mobilized Colloidal Particles in Packed Soil Columns , 1998 .

[9]  Menachem Elimelech,et al.  Mobile Subsurface Colloids and Their Role in Contaminant Transport , 1999 .

[10]  Lingxin Chen,et al.  The potential health risk of titania nanoparticles. , 2012, Journal of hazardous materials.

[11]  Y. Cohen,et al.  Strong, Light, Multifunctional Fibers of Carbon Nanotubes with Ultrahigh Conductivity , 2013, Science.

[12]  Shiyi Chen,et al.  LATTICE BOLTZMANN METHOD FOR FLUID FLOWS , 2001 .

[13]  S. Al-Abed,et al.  Influence of pH on the transport of nanoscale zinc oxide in saturated porous media , 2011 .

[14]  Kirk J. Ziegler,et al.  Transport of engineered nanoparticles in saturated porous media , 2010 .

[15]  M. Elimelech,et al.  Colloid Transport in Geochemically Heterogeneous Porous Media: Modeling and Measurements , 1996 .

[16]  Jérôme Labille,et al.  Concurrent aggregation and deposition of TiO2 nanoparticles in a sandy porous media. , 2010, Environmental science & technology.

[17]  G. Hornberger,et al.  First- and second-order kinetics approaches for modeling the transport of colloidal particles in porous media , 1994 .

[18]  Alexander Alexeev,et al.  Modeling the release of nanoparticles from mobile microcapsules. , 2006, The Journal of chemical physics.

[19]  D. Papavassiliou Scalar dispersion from an instantaneous line source at the wall of a turbulent channel for medium and high Prandtl number fluids , 2002 .

[20]  Alberto Striolo,et al.  Fracking: What Can Physical Chemistry Offer? , 2013, The journal of physical chemistry letters.

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

[22]  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.

[23]  P. Bhatnagar,et al.  A Model for Collision Processes in Gases. I. Small Amplitude Processes in Charged and Neutral One-Component Systems , 1954 .

[24]  F. E. Livingston,et al.  Variable UV laser exposure processing of photosensitive glass-ceramics: maskless micro- to meso-scale structure fabrication , 2005 .

[25]  Hyunjung Kim,et al.  Transport and deposition of ZnO nanoparticles in saturated porous media , 2012 .

[26]  M. Elimelech,et al.  The "shadow effect" in colloid transport and deposition dynamics in granular porous media: measurements and mechanisms. , 2000 .

[27]  Menachem Elimelech,et al.  Single-walled carbon nanotubes exhibit limited transport in soil columns. , 2009, Environmental science & technology.

[28]  B. Nowack,et al.  Occurrence, behavior and effects of nanoparticles in the environment. , 2007, Environmental pollution.

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

[30]  Vassilios I Sikavitsas,et al.  Computational modeling of flow-induced shear stresses within 3D salt-leached porous scaffolds imaged via micro-CT. , 2010, Journal of biomechanics.

[31]  Pawel L Urban,et al.  Nanoparticles: their potential toxicity, waste and environmental management. , 2009, Waste management.

[32]  M. Borkovec,et al.  Aggregation and deposition kinetics of mobile colloidal particles in natural porous media , 2001 .

[33]  David S. Sholl,et al.  Making High-Flux Membranes with Carbon Nanotubes , 2006, Science.

[34]  R. Aitken,et al.  Manufacture and use of nanomaterials: current status in the UK and global trends. , 2006, Occupational medicine.

[35]  M. Elimelech,et al.  Colloid deposition dynamics in flow-through porous media: role of electrolyte concentration. , 1995, Environmental science & technology.

[36]  M. Elimelech Effect of particle size on the kinetics of particle deposition under attractive double layer interactions , 1994 .

[37]  Ashraf Aly Hassan,et al.  Transport and deposition of CeO2 nanoparticles in water-saturated porous media. , 2011, Water research.

[38]  The Numerical Method of Lines for Partial Differential Equations , 1999 .

[39]  R. Pletcher,et al.  Computational Fluid Mechanics and Heat Transfer. By D. A ANDERSON, J. C. TANNEHILL and R. H. PLETCHER. Hemisphere, 1984. 599 pp. $39.95. , 1986, Journal of Fluid Mechanics.

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

[41]  Hyunjung Kim,et al.  Influence of natural organic matter on the transport and deposition of zinc oxide nanoparticles in saturated porous media. , 2012, Journal of colloid and interface science.

[42]  V. Sikavitsas,et al.  Efficient Lagrangian scalar tracking method for reactive local mass transport simulation through porous media , 2011 .

[43]  Yuanfang Huang,et al.  Surface Roughness Effect on Deposition of Nano‐ and Micro‐Sized Colloids in Saturated Columns at Different Solution Ionic Strengths , 2011 .

[44]  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.

[45]  M. Flytzani-Stephanopoulos,et al.  Nanostructured Au–CeO2 Catalysts for Low-Temperature Water–Gas Shift , 2001 .

[46]  Saber M Hussain,et al.  Metal-based nanoparticles and their toxicity assessment. , 2010, Wiley interdisciplinary reviews. Nanomedicine and nanobiotechnology.

[47]  V. Kosynkin,et al.  The study of process production of polishing powder based on cerium dioxide , 2000 .

[48]  Arturo A. Keller,et al.  Transport of colloids in saturated porous media: A pore‐scale observation of the size exclusion effect and colloid acceleration , 2003 .

[49]  T. E. Cloete,et al.  Nanotechnology and Water Treatment: Applications and Emerging Opportunities , 2008 .

[50]  Kaushal Rege,et al.  Spatiotemporal temperature distribution and cancer cell death in response to extracellular hyperthermia induced by gold nanorods. , 2010, ACS nano.

[51]  Avelino Corma,et al.  Hierarchically mesostructured doped CeO2 with potential for solar-cell use , 2004, Nature materials.

[52]  M. Walter,et al.  Pore-scale quantification of colloid transport in saturated porous media. , 2008, Environmental science & technology.

[53]  G. E. Gadd,et al.  Comparative toxicity of nanoparticulate ZnO, bulk ZnO, and ZnCl2 to a freshwater microalga (Pseudokirchneriella subcapitata): the importance of particle solubility. , 2007, Environmental science & technology.

[54]  M. Zembala,et al.  Kinetics of localized adsorption of colloid particles , 1992 .

[55]  D. Resasco,et al.  Vascular targeted single-walled carbon nanotubes for near-infrared light therapy of cancer , 2011, Nanotechnology.