New collector efficiency equation for colloid filtration in both natural and engineered flow conditions

[1] A new equation for the collector efficiency (η) of the colloid filtration theory (CFT) is developed via nonlinear regression on the numerical data generated by a large number of Lagrangian simulations conducted in Happel's sphere-in-cell porous media model over a wide range of environmentally relevant conditions. The new equation expands the range of CFT's applicability in the natural subsurface primarily by accommodating departures from power law dependence of η on the Peclet and gravity numbers, a necessary but as of yet unavailable feature for applying CFT to large-scale field transport (e.g., of nanoparticles, radionuclides, or genetically modified organisms) under low groundwater velocity conditions. The new equation also departs from prior equations for colloids in the nanoparticle size range at all fluid velocities. These departures are particularly relevant to subsurface colloid and colloid-facilitated transport where low permeabilities and/or hydraulic gradients lead to low groundwater velocities and/or to nanoparticle fate and transport in porous media in general. We also note the importance of consistency in the conceptualization of particle flux through the single collector model on which most η equations are based for the purpose of attaining a mechanistic understanding of the transport and attachment steps of deposition. A lack of sufficient data for small particles and low velocities warrants further experiments to draw more definitive and comprehensive conclusions regarding the most significant discrepancies between the available equations.

[1]  Hongtao Wang,et al.  Stability and aggregation of metal oxide nanoparticles in natural aqueous matrices. , 2010, Environmental science & technology.

[2]  M. Elimelech Particle deposition on ideal collectors from dilute flowing suspensions: Mathematical formulation, numerical solution, and simulations , 1994 .

[3]  W. Johnson,et al.  Nonmonotonic variations in deposition rate coefficients of microspheres in porous media under unfavorable deposition conditions. , 2005, Environmental science & technology.

[4]  William P. Johnson,et al.  Role of hydrodynamic drag on microsphere deposition and re-entrainment in porous media under unfavorable conditions. , 2005, Environmental science & technology.

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

[6]  Kiril Hristovski,et al.  Stability of commercial metal oxide nanoparticles in water. , 2008, Water research.

[7]  J. Fitzpatrick,et al.  Filtration of aqueous latex suspensions through beds of glass spheres , 1973 .

[8]  B. Berkowitz,et al.  Vertical Heterogeneity in Horizontal Components of Specific Discharge: Case Study Analysisa , 1993 .

[9]  P Bongrand,et al.  Diffusion of microspheres in shear flow near a wall: use to measure binding rates between attached molecules. , 2001, Biophysical journal.

[10]  J. Zhuang,et al.  Transport and retention of a bacteriophage and microspheres in saturated, angular porous media: effects of ionic strength and grain size. , 2008, Water research.

[11]  Mark A. Knackstedt,et al.  Multi-scale characterisation of coastal sand aquifer media for contaminant transport using X-ray computed tomography , 2011 .

[12]  R. Ewing,et al.  Groundwater nanoparticles in the far-field at the Nevada Test Site: mechanism for radionuclide transport. , 2009, Environmental science & technology.

[13]  Chi Tien,et al.  Trajectory analysis of deep‐bed filtration with the sphere‐in‐cell porous media model , 1976 .

[14]  M. Elimelech,et al.  Comment on breakdown of colloid filtration theory : Role of the secondary energy minimum and surface charge heterogeneities. Commentary , 2005 .

[15]  Mary C. Hill,et al.  UCODE_2005 and six other computer codes for universal sensitivity analysis, calibration, and uncertainty evaluation constructed using the JUPITER API , 2006 .

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

[17]  Julien Pedel,et al.  Hemispheres-in-cell geometry to predict colloid deposition in porous media. , 2009, Environmental science & technology.

[18]  Karlheinz Spitz,et al.  A Practical Guide to Groundwater and Solute Transport Modeling , 1996 .

[19]  William P. Johnson,et al.  Colloid retention in porous media: mechanistic confirmation of wedging and retention in zones of flow stagnation. , 2007, Environmental science & technology.

[20]  John A. Cherry,et al.  Ground‐Water Contamination from Two Small Septic Systems on Sand Aquifers , 1991 .

[21]  John Happel,et al.  Viscous flow in multiparticle systems: Slow motion of fluids relative to beds of spherical particles , 1958 .

[22]  Nathalie Tufenkji,et al.  Aggregation and deposition of engineered nanomaterials in aquatic environments: role of physicochemical interactions. , 2010, Environmental science & technology.

[23]  M. Wiesner,et al.  Aggregation and Deposition Characteristics of Fullerene Nanoparticles in Aqueous Systems , 2005 .

[24]  M. Elimelech Kinetics of capture of colloidal particles in packed beds under attractive double layer interactions , 1991 .

[25]  D. K. Smith,et al.  Migration of plutonium in ground water at the Nevada Test Site , 1999, Nature.

[26]  M. Elimelech,et al.  Deviation from the classical colloid filtration theory in the presence of repulsive DLVO interactions. , 2004, Langmuir : the ACS journal of surfaces and colloids.

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

[28]  Chi Tien,et al.  Granular Filtration of Aerosols and Hydrosols , 2007 .

[29]  Markus Hilpert,et al.  A correlation for the collector efficiency of Brownian particles in clean-bed filtration in sphere packings by a Lattice-Boltzmann method. , 2009, Environmental science & technology.

[30]  W. Johnson,et al.  Excess Colloid Retention in Porous Media as a Function of Colloid Size, Fluid Velocity, and Grain Angularity , 2006 .

[31]  Menachem Elimelech,et al.  Effect of particle size on collision efficiency in the deposition of Brownian particles with electrostatic energy barriers , 1990 .

[32]  J. Xiao,et al.  Effect of dissolved organic matter on the stability of magnetite nanoparticles under different pH and ionic strength conditions. , 2010, The Science of the total environment.

[33]  T. Ginn,et al.  Colloid filtration theory and the Happel sphere-in-cell model revisited with direct numerical simulation of colloids. , 2005, Langmuir : the ACS journal of surfaces and colloids.

[34]  A. Suzuki,et al.  Fast Transport of Colloidal Particles through Quartz-Packed Columns , 1993 .

[35]  Timothy Scheibe,et al.  Apparent decreases in colloid deposition rate coefficients with distance of transport under unfavorable deposition conditions: a general phenomenon. , 2004, Environmental science & technology.

[36]  Charles R. O'Melia,et al.  Clarification of Clean-Bed Filtration Models , 1995 .

[37]  S. Painter,et al.  Parameter and model sensitivities for colloid‐facilitated radionuclide transport on the field scale , 2004 .

[38]  T. Ginn,et al.  E. coli fate and transport in the Happel sphere-in-cell model , 2007 .

[39]  Takuji Nishimura,et al.  Mersenne twister: a 623-dimensionally equidistributed uniform pseudo-random number generator , 1998, TOMC.

[40]  Arturo A. Keller,et al.  A review of visualization techniques of biocolloid transport processes at the pore scale under saturated and unsaturated conditions , 2007 .

[41]  Melissa Lenczewski,et al.  Bacteriophage and microsphere transport in saturated porous media: Forced‐gradient experiment at Borden, Ontario , 1997 .

[42]  B. Dahneke Diffusional deposition of particles , 1974 .