WATER FILTRATION
20200061546 ยท 2020-02-27
Inventors
Cpc classification
B01D69/141
PERFORMING OPERATIONS; TRANSPORTING
B01D67/0088
PERFORMING OPERATIONS; TRANSPORTING
B01D67/0079
PERFORMING OPERATIONS; TRANSPORTING
B01D2313/02
PERFORMING OPERATIONS; TRANSPORTING
B01D69/02
PERFORMING OPERATIONS; TRANSPORTING
B01D71/0211
PERFORMING OPERATIONS; TRANSPORTING
International classification
B01D69/02
PERFORMING OPERATIONS; TRANSPORTING
B01D67/00
PERFORMING OPERATIONS; TRANSPORTING
B01D61/02
PERFORMING OPERATIONS; TRANSPORTING
Abstract
The invention relates to graphene oxide laminate membranes that are physically constrained. The physical constraint limits the size of the capillaries in the laminate, allowing them to be tailored to a particular application. This invention also relates to methods of purifying water using said membranes and methods of making said membranes.
Claims
1. A water filtration membrane, said membrane comprising a graphene oxide (GO) laminate comprising a plurality of graphene oxide flakes, the planes of which are orientated parallel to one another; said GO laminate having a first pair of oppositely disposed faces which are oriented parallel to the planes of the plurality of graphene oxide flakes, said GO laminate also having a second pair of oppositely disposed faces which are oriented perpendicular to the planes of the plurality of graphene oxide flakes and a third pair of oppositely disposed faces which are oriented perpendicular to the planes of the plurality of graphene oxide flakes; wherein the GO laminate membrane is enclosed by a first encapsulating material that covers each of the first pair of faces of the GO laminate and each of the second pair of oppositely disposed faces of the GO laminate and wherein the third pair of oppositely disposed faces are either not enclosed or are enclosed by a second encapsulating material, said second encapsulating material being porous.
2. A membrane of claim 1, wherein the first encapsulating material is a polymer.
3. A membrane of claim 2, wherein the polymer has a water absorption of about 1.5% or lower after 30 days at 20 C.
4. A membrane of claim 2 or claim 3, wherein the polymer is formed from a resin having a viscosity of about 10 Pa.S or lower.
5. A membrane of claim 1, wherein the first encapsulating material is a metal or metal oxide.
6. A membrane of any preceding claim, wherein the first encapsulating material has a tensile strength of about 30 mPa or greater.
7. A membrane of any preceding claim, wherein the membrane also comprises graphene flakes, distributed through the graphene oxide flakes.
8. A membrane of any preceding claim, wherein the graphene oxide flakes of which the GO laminate is comprised have an average oxygen:carbon weight ratio in the range of from 0.2:1.0 to 0.5:1.0.
9. A membrane of any preceding claim, wherein the third pair of oppositely disposed faces are enclosed by a second encapsulating material that is porous.
10. A membrane of any one of claims 1 to 8, wherein the third pair of oppositely disposed faces are not enclosed
11. A membrane of any preceding claim, wherein the d-spacing of the hydrated graphene oxide laminate is in the range from 6 to 10 .
12. A membrane of claim 11, wherein the d-spacing of the hydrated graphene oxide laminate is 9 or below.
13. A membrane of claim 12, wherein the d-spacing of the hydrated graphene oxide laminate is 8 or below.
14. A membrane of claim 13, wherein the d-spacing of the hydrated graphene oxide laminate is 7 or below.
15. A method of reducing the amount of one or more solutes in an aqueous mixture to produce a liquid depleted in said solutes, the method comprising: a) contacting a first face of the third pair of faces of the GO laminate of a water filtration membrane of any one of claims 1 to 14 with the aqueous mixture comprising the one or more solutes; b) recovering the liquid depleted in said solutes from or downstream from a second face of the third pair of faces of the GO laminate and/or recovering a liquid enriched in said solutes from or downstream from the first face of the third pair of faces of the GO laminate.
16. A method of claim 15, wherein the method is a process of selectively reducing the amount of a first set of one or more solutes in an aqueous mixture without significantly reducing the amount of a second set of one or more solutes in the aqueous mixture to produce a liquid depleted in said first set of solutes but not depleted in said second set of solutes.
17. A method of claim 16, wherein the method is a method of removing NaCl from water.
18. A filtration device comprising a membrane of any one of claims 1 to 14.
19. A method of producing a membrane of any one of claims 1 to 14, the method comprising: a) providing a graphene oxide (GO) laminate; b) subjecting the GO laminate to an atmosphere having a predetermined relative humidity; and c) enclosing each of the first pair and second pair of faces of the GO laminate membrane with the first encapsulating material while maintaining the relative humidity of the atmosphere at the predetermined level to provide the membrane of any one of claims 1 to 13.
20. A method of claim 19, wherein step (c) may comprise enclosing all six faces of the GO laminate with the first encapsulating material while maintaining the relative humidity of the atmosphere at the predetermined level; and subsequently removing the first encapsulation material from each of the third pair of faces to provide the membrane of any one of claims 1 to 14.
21. A method of claim 19 or claim 20, wherein the membrane is a membrane of claim 10 and wherein the relative humidity is less than 84%.
22. A method of claim 19 or claim 20, wherein the membrane is a membrane of claim 11 and wherein the relative humidity is less than 33%.
23. A method of claim 19 or claim 20, wherein the membrane is a membrane of claim 12 and wherein the humidity is less than 5%.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0082] Embodiments of the invention are further described hereinafter with reference to the accompanying drawings, in which:
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[0084] Inset: Photo of the PCGO stack before it was placed inside the slot. Scale bar, 5 mm. (c) Optical micrograph of the cross-sectional area marked by a red rectangle in (b), which shows 100-m-thick GO laminates (black) embedded in epoxy. The latter is seen in light yellow with dark streaks because of surface scratches. (d) SEM image from the marked region in (c). Scale bar, 1 m. (e) Humidity dependent d found using X-ray diffraction (inset). The case of liquid water is also shown. Error bars: standard deviation using multiple measurements and different samples.
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DETAILED DESCRIPTION
[0095] The thickness of the laminate is used herein to mean the distance between the first pair of oppositely disposed faces. The width of the laminate is used herein to mean the distance between the second pair of oppositely disposed faces. The length of the laminate is used herein to mean the distance between third pair of oppositely disposed faces.
[0096] The term enclosed by is used throughout this specification to mean that the respective faces are substantially entirely covered by the encapsulated material.
[0097] The present invention involves the use of graphene oxide laminates. The graphene oxide laminates of the invention comprise a plurality of individual graphene oxide flakes, in which the flakes are predominantly monolayer graphene oxide. Although the flakes are predominantly monolayer graphene oxide, it is within the scope of this invention that some of the graphene oxide is present as two- or few-layer graphene oxide. Thus, it may be that at least 75% by weight of the graphene oxide is in the form of monolayer graphene oxide flakes, or it may be that at least 85% by weight of the graphene oxide is in the form of monolayer graphene oxide flakes (e.g. at least 95%, for example at least 99% by weight of the graphene oxide is in the form of monolayer graphene oxide flakes) with the remainder made up of two- or few- layer graphene oxide. Without wishing to be bound by theory, it is believed that water and solutes pass through capillary-like pathways formed between the graphene oxide flakes by diffusion and that the specific structure of the graphene oxide laminates leads to the remarkable selectivity observed as well as the remarkable speed at which the ions permeate through the laminate structure. The flakes in the laminate are piled on top of one another and orientated parallel to one another to form a series of layers. The flakes are arranged randomly relative to one another and typically overlap. Thus, a central portion of any one flake may be situated directly over the edge of any other flake or it may be situated directly over the central portion of any other flake.
[0098] Graphene oxide flakes are two dimensional heterogeneous macromolecules containing both hydrophobic graphene regions and hydrophilic regions with large amounts of oxygen functionality (e.g. epoxide, carboxylate groups, carbonyl groups, hydroxyl groups)
[0099] In one illustrative example, the graphene oxide laminates are made of impermeable functionalized graphene sheets that have a typical size L1 m and the interlayer separation, d, sufficient to accommodate a mobile layer of water.
[0100] The solutes to be removed from aqueous mixtures in the methods of the present invention may be defined in terms of their hydrated radius. Below are the hydrated radii of some exemplary ions and molecules.
TABLE-US-00001 TABLE 1 Ion/molecule Hydrated radius () K.sup.+ 3.31 Cl.sup. 3.32 Na.sup.+ 3.58 CH.sub.3COO.sup. 3.75 SO.sub.4.sup.2 3.79 AsO.sub.4.sup.3 3.85 CO.sub.3.sup.2 3.94 Cu.sup.2+ 4.19 Mg.sup.2+ 4.28 propanol 4.48 glycerol 4.65 [Fe(CN).sub.6].sup.3 4.75 sucrose 5.01 (PTS).sup.4 5.04 [Ru(bipy).sub.3].sup.2+ 5.90 Tl.sup.+ 3.30 Li.sup.+ 3.82 Rb.sup.+ 3.29 Cs.sup.+ 3.29 NH.sub.4+ 3.31 Be.sup.2+ 4.59 Ca.sup.2+ 4.12 Zn.sup.2+ 4.30 Ag.sup.+ 3.41 Cd.sup.2+ 4.26 Al.sup.3+ 4.80 Pb.sup.2+ 4.01 NO.sub.3.sup. 3.40 OH 3.00 H.sub.3O.sup.+ 2.80 Br 3.30 I 3.31
[0101] The hydrated radii of many species are available in the literature. However, for some species the hydrated radii may not be available. The radii of many species are described in terms of their Stokes radius and typically this information will be available where the hydrated radius is not. For example, of the above species, there exist no literature values for the hydrated radius of propanol, sucrose, glycerol and PTS.sup.4. The hydrated radii of these species which are provided in the table above have been estimated using their Stokes/crystal radii. To this end, the hydrated radii for a selection of species in which this value was known can be plotted as a function of the Stokes radii for those species and this yields a simple linear dependence. Hydrated radii for propanol, sucrose, glycerol and PTS.sup.4 were then estimated using the linear dependence and the known
[0102] Stokes radii of those species.
[0103] There are a number of methods described in the literature for the calculation of hydration radii. Examples are provided in Determination of the effective hydrodynamic radii of small molecules by viscometry; Schultz and Soloman; The Journal of General Physiology; 44; 1189-1199 (1963); and Phenomenological Theory of Ion Solvation; E. R. Nightingale. J. Phys. Chem. 63, 1381 (1959).
[0104] The term aqueous mixture used to describe the second aspect of the invention refers to any mixture of substances which comprises at least 10% water by weight. It may comprise at least 50% water by weight and preferably comprises at least 80% water by weight, e.g. at least 90% water by weight. The mixture may be a solution, a suspension, an emulsion or a mixture thereof. Typically the aqueous mixture will be an aqueous solution in which one or more solutes are dissolved in water. This does not exclude the possibility that there might be particulate matter, droplets or micelles suspended in the solution. Of course, it is expected that the particulate matter will not pass through the membranes of the invention even if it is comprised of ions with small radii.
[0105] The graphene oxide or graphite oxide for use in this application can be made by any means known in the art. In a preferred method, graphite oxide can be prepared from graphite flakes (e.g. natural graphite flakes) by treating them with potassium permanganate and sodium nitrate in concentrated sulphuric acid. This method is called Hummers method. Another method is the Brodie method, which involves adding potassium chlorate (KClO.sub.3) to a slurry of graphite in fuming nitric acid. For a review see, Dreyer et al. The chemistry of graphene oxide, Chem. Soc. Rev., 2010, 39, 228-240.
[0106] Individual graphene oxide (GO) sheets can then be exfoliated by dissolving graphite oxide in water or other polar solvents with the help of ultrasound, and bulk residues can then be removed by centrifugation and optionally a dialysis step to remove additional salts.
[0107] In a specific embodiment, the graphene oxide of which the graphene oxide laminates of the invention are comprised is not formed from wormlike graphite. Worm-like graphite is graphite that has been treated with concentrated sulphuric acid and hydrogen peroxide at 1000 C. to convert graphite into an expanded worm-like graphite. When this worm-like graphite undergoes an oxidation reaction it exhibits a higher increase the oxidation rate and efficiency (due to a higher surface area available in expanded graphite as compared to pristine graphite) and the resultant graphene oxide contains more oxygen functional groups than graphene oxide prepared from natural graphite. Laminates formed from such highly functionalized graphene oxide can be shown to have a wrinkled surface topography and lamellar structure (Sun et al,; Selective Ion Penetration of Graphene Oxide Membranes; ACS Nano 7, 428 (2013) which differs from the layered structure observed in laminates formed from graphene oxide prepared from natural graphite. Such membranes do not show fast ion permeation of small ions and a selectivity which is substantially unrelated to size (being due rather to interactions between solutes and the graphene oxide functional groups) compared to laminates formed from graphene oxide prepared from natural graphite.
[0108] The preparation of graphene oxide laminate supported on a porous membrane can be achieved using filtration, spray coating, casting, dip coating techniques, road coating, inject printing, or any other thin film coating techniques
[0109] For large scale production of supported graphene based membranes or sheets it is preferred to use spray coating, road coating or inject printing techniques. One benefit of spray coating is that spraying GO solution in water on to the porous support material at an elevated temperature produces a large uniform GO film.
[0110] Graphite oxide consists of micrometer thick stacked graphite oxide flakes (defined by the starting graphite flakes used for oxidation, after oxidation it gets expanded due to the attached functional groups) and can be considered as a polycrystalline material. Exfoliation of graphite oxide in water into individual graphene oxide flakes was achieved by the sonication technique followed by centrifugation at 10000 rpm to remove few layers and thick flakes. Graphene oxide laminates were formed by restacking of these single or few layer graphene oxides by a number of different techniques such as spin coating, spray coating, road coating and vacuum filtration.
[0111] Graphene oxide membranes according to the invention consist of overlapped layers of randomly oriented single layer graphene oxide sheets with smaller dimensions (due to sonication). These membranes can be considered as centimetre size single crystals (grains) formed by parallel graphene oxide sheets. Due to this difference in layered structure, the atomic structure of the capillary structure of graphene oxide membranes and graphite oxide are different. For graphene oxide membranes the edge functional groups are located over the non-functionalised regions of another graphene oxide sheet while in graphite oxide mostly edges are aligned over another graphite oxide edge. These differences unexpectedly may influence the permeability properties of graphene oxide membranes as compared to those of graphite oxide.
[0112] A layer of graphene consists of a sheet of sp.sup.2-hybridized carbon atoms. Each carbon atom is covalently bonded to three neighboring carbon atoms to form a honeycomb network of tessellated hexagons. Carbon nanostructures which have more than 10 graphene layers (i.e. 10 atomic layers; 3.4 interlayer distance) generally exhibit properties more similar to graphite than to mono-layer graphene. Thus, throughout this specification, the term graphene is intended to mean a carbon nanostructure with up to 10 graphene layers. A graphene layer can be considered to be a single sheet of graphite.
[0113] In the context of this disclosure the term graphene is intended to encompass both pristine graphene (i.e. un-functionalised or substantially un-functionalised graphene) and reduced graphene oxide. When graphene oxide is reduced a graphene like substance is obtained which retains some of the oxygen functionality of the graphene oxide. It may be however that the term graphene is excludes both graphene oxide and reduced graphene oxide and thus is limited to pristine graphene. All graphene contains some oxygen, dependent on the oxygen content of the graphite from which is it derived. It may be that the term graphene encompasses graphene that comprises up to 10% oxygen by weight, e.g. less than 8% oxygen by weight or less than 5% oxygen by weight.
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[0115] Throughout the description and claims of this specification, the words comprise and contain and variations of them mean including but not limited to, and they are not intended to (and do not) exclude other moieties, additives, components, integers or steps. Throughout the description and claims of this specification, the singular encompasses the plural unless the context otherwise requires. In particular, where the indefinite article is used, the specification is to be understood as contemplating plurality as well as singularity, unless the context requires otherwise.
[0116] Features, integers, characteristics, compounds, chemical moieties or groups described in conjunction with a particular aspect, embodiment or example of the invention are to be understood to be applicable to any other aspect, embodiment or example described herein unless incompatible therewith. All of the features disclosed in this specification (including any accompanying claims, abstract and drawings), and/or all of the steps of any method or process so disclosed, may be combined in any combination, except combinations where at least some of such features and/or steps are mutually exclusive. The invention is not restricted to the details of any foregoing embodiments. The invention extends to any novel one, or any novel combination, of the features disclosed in this specification (including any accompanying claims, abstract and drawings), or to any novel one, or any novel combination, of the steps of any method or process so disclosed.
[0117] The reader's attention is directed to all papers and documents which are filed concurrently with or previous to this specification in connection with this application and which are open to public inspection with this specification, and the contents of all such papers and documents are incorporated herein by reference.
[0118] In this report, we investigate ion permeation through GO laminates with d controlled from 9.8 to 6.4 , which is achieved by physical confinement (
[0119] Thick (100 m) GO laminates were prepared by vacuum filtration of aqueous GO solutions, as reported previously (Nair et al; Science; 335, 442-444, 2012). The laminates were cut into rectangular strips (4 mm10 mm) and stored for one to two weeks at different relative humidities (RH), achieved using saturated salt solutions. The resulting interlayer spacing was measured by X-ray diffraction as shown in
[0120] Our measurement setup was similar to the one previously reported (Joshi et al Science; 343; 752-754; 2014) and consisted of two Teflon compartments (feed and permeate) separated by a PCGO membrane (
[0121] Both the observed relatively high permeation rates for Li.sup.+, K.sup.+ and Na.sup.+ for d>9 and their exponential decay for smaller d are surprising. Indeed, when considering steric (size-exclusion) effects, it is often assumed that ions in water occupy a rigid volume given by their hydrated diameters D. If this simplification was accurate, our PCGO membranes should not allow permeation of any common salt. Indeed, the effective pore size can be estimated as da, where a3.4 is the thickness of graphene. This yields 6.4 for our largest capillaries (d9.8 ), which is smaller than D for all the ions in
J=DiffCA.sub.eff/L (1)
[0122] where C is the concentration gradient across the membrane (1 M for the experiments in
[0123] To gain an insight into the mechanism of ion permeation through our membranes, we carried out permeation experiments at different temperatures, T (
[0124] To support the proposed mechanism of dehydration-limited ion permeation for our PCGO membranes, we have performed MD simulations and calculated energy barriers for various ions entering graphene capillaries of different widths. As seen in
MethodsSummary
[0125] Preparation of GO membranes. The aqueous suspension of graphene oxide (GO) was prepared by dispersing millimeter sized graphite oxide flakes (purchased from BGT Materials Limited) in distilled water using bath sonication for 15 hours. The resulting dispersion was centrifuged 6 times at 8000 rpm to remove the multilayer GO flakes. Subsequently, free standing GO membranes of thickness100 m were prepared by vacuum filtration of supernatant GO suspension through an Anodisc alumina membrane filter (0.2 m pore size and a diameter of 47 mm, purchased from Millipore). As-prepared GO membranes were dried in an oven for 10 hours at 45 C. and cut into rectangular strips of dimension of 4 mm10 mm (
[0126] Tuning interlayer spacing in GO laminates. GO membranes with different IL spacing were prepared by storing them in a sealed container with different RH of 0%, 12%, 33%, 75%, 84% and 100%. To this end, we used saturated solutions of LiCl (12% RH), MgCl.sub.2 (33%), NaCl (75%) and KCl (84%), which were prepared by dissolving excess amounts of salts in deionised water. A humidity meter was used inside the container to check that the salts provided the literature values of RH. As a zero humidity environment, we used a glove box filled with Ar and H.sub.2O content below 0.5 ppm. 100% RH was achieved inside a sealed plastic container filled with a saturated water vapour at room T.
[0127] Analysis of the interlayer spacing. X-ray diffraction (XRD) measurements in the 2 range of 5 to 15 (with a step size of 0.02 and recording rate of 0.1 s) were performed using a Bruker D8 diffractometer with Cu K radiation (=1.5406 ). To collect an XRD spectrum from a GO membrane stored at a specific RH, we have created the same humid environment inside a specimen holder (Bruker, C79298A3244D83/85) and sealed it with the GO membrane. For the case of zero humidity, an airtight sample holder (Bruker, A100B36/B37) was used. All spectra were taken with a short scanning time to avoid possible hydration/dehydration of the GO membranes. From XRD analysis of the (001) reflection, IL d for 0%, 12%, 33%, 75%, 84% and 100% RH are found to be 6.4, 7.4, 7.9, 8.6, 9 and 9.8 respectively.
[0128] Fabrication of PCGO membranes. After achieving the desired d by using different humidity, each rectangular strip was immediately glued with Stycast 1266. This stack was then immediately transferred to the same humid environment (where the GO laminates were initially stored) for curing the epoxy overnight. Finally, the resulting stacks were glued into a slot in a plastic or copper plate as shown in
[0129] Permeation experiments. All permeation measurements were carried out using the set-up shown in
MethodsDetailed
1. Ion Permeation Through PCGO Membranes
[0130] Ion permeation through PCGO membranes was monitored as a function of concentration gradients and duration of the experiment. As an example,
2. Water Permeation Experiments
[0131] To understand the permeation of water molecules through PCGO membranes we have performed gravimetric measurements and pressure assisted water permeation experiments. Gravimetric measurements were carried out as reported previously (Nair et al. Science, 2012, 335, 442-444) inside a glove box environment (<0.5 ppm of H.sub.2O) using a stainless steel container sealed with a PCGO membrane. Air-tight sealing was achieved by fixing the PCGO membrane glued plastic plate to a steel container using two rubber O-rings. In a typical experiment, the weight loss of a water filled container sealed with a PCGO membrane was monitored using computer-controlled balance (Denver Instrument SI-203 with a sensitivity of 1 mg). We have performed the weight loss experiments for the PCGO membranes with interlayer spacing, d, of 6.4, 7.4, 7.9, 8.6 and 9.8 to measure the water permeation rate as a function of interlayer spacing. No noticeable weight loss with an accuracy of 0.2 mg/hcm2 was observed for the PCGO membranes with 6.4 interlayer spacing, indicating that the available free space of 3 is not sufficient for the permeation of water through graphene channels. However, the weight loss rates through PCGO membranes with interlayer spacings of 7.4, 7.9, 8.6 and 9.8 were measurable and significant: 7.4, 8.8, 10.4 and 15.4 mg/hcm.sup.2, giving a water permeance of 3.2, 3.8, 4.5 and 6.6 L/hm.sup.2bar, respectively.
[0132] In addition to the gravimetric measurements, we have also estimated the rate of liquid water permeation through PCGO membranes with an interlayer spacing of 7.9 using a Sterlitech HP4750 stirred cell. As shown in the inset of
[0133] Using the standard Hagen-Poiseuille equation with non-slip boundary conditions, we have estimated the water permeation rate through PCGO membranes with different interlayer spacings. Water flow through slit geometry can be described as
where is the viscosity of water (1 mPa.s), P is driving pressure, L is the permeation length (3 mm), is the effective pore size, W is the lateral width of nanochannels (9 mm) and is the density of water. The water flux through the PCGO membrane can be obtained as QS, where S is the area density of nano channels defined as A/Wd, where A is the area and d is the interlayer distance.
[0134] For PCGO membranes with an interlayer spacing of 7.4 and 9.8 , the estimated water flow rate per cm.sup.2 is 210.sup.3 mg/h and 610.sup.3 mg/h respectively, which is three orders of magnitude lower than the experimentally observed water flow of 7.4 and 15.4 mg/h respectively. That is, water flow through PCGO membranes with interlayer spacings of 7.4 and 9.8 exhibits a flow enhancement, compared to the prediction from the Hagen-Poiseuille equation, by a factor of 4000 and 2000, respectively.
3. Molecular Dynamic Simulations
[0135] Molecular dynamics simulations (MD simulations) were used to calculate the free energy barriers for ions permeating into modelled graphene channels and the diffusion coefficients of the ions inside the channels. All simulations were performed using GROMACSS, version 5.0.4, in the NVT ensemble at a temperature of 298.15 K, maintained using the Nose-Hoover thermostat. The equations of motion were integrated using the leap-frog algorithm with a time-step of 2 fs. The intermolecular potential between particles i and j, Vij, was evaluated as the sum of a Lennard-Jones 12-6 term and a coulombic term,
for which the coulombic term was evaluated using the particle-mesh Ewald summation. In Equation S2, r.sub.ij is the distance between the two particles with charges qi and qj and 0 is the vacuum permittivity. In the 12-6 potential, the cross parameters for unlike atoms, ij and ij, were obtained using the Lorentz-Berthelot combining rules,
[0136] where .sub.i and .sub.i are the parameters corresponding to an individual atom. Individual carbon atoms in the graphene sheets were modelled as rigid and with zero charge. The parameters for the carbon atoms were obtained from a study in which the water contact angle and adsorption energy were reproduced. The ion parameters were taken from studies in which the hydration free energy and hydrated radius of each ion were calculated and fitted to experimental quantities in bulk solution. The original parameterizations of both the carbon and ions were conducted using the SPC/E water model so we have used this model in our simulations. Non-bonded interactions were cutoff for r.sub.ij<1.0 nm. The full set of non-bonded interaction parameters used in the simulations is given in Table 1.
TABLE-US-00002 TABLE 1 Non-bonded interaction parameters used in this work. i .sub.i (nm) .sub.i (kJ mol.sup.1) q.sub.i (e) C 0.3214 0.48990 0.000 K.sup.+ 0.4530 0.00061 1.000 Na.sup.+ 0.3810 0.00061 1.000 Li.sup.+ 0.2870 0.00061 1.000 Ca.sup.2+ 0.2410 0.94000 2.000 Mg.sup.2+ 0.1630 0.59000 2.000
[0137] The free energy barrier simulations were set up in a similar manner as described in much greater detail in our previous simulations. Briefly, this consists of five layers of graphene sheets, centered in the x-direction and stacked parallel in the z-direction, with an interlayer spacing of 7, 8, 9, 10 and 11 . The IL-space and adjoining reservoirs were filled with water molecules. A single ion (either Li+, Na+, K+, Mg2+ or Ca2+) was then swapped for one of the water molecules in the left-hand reservoir to generate the initial configuration (
[0138] In order to obtain the energy barriers, a potential of mean force (PMF) describing the process of the ion entering the model membrane was generated for every ion and interlayer spacing. This was calculated using an umbrella sampling procedure involving 50 separate simulations, spanning the distance from the center of the reservoir (x=0.1 nm) to the center of the channel (x=2.5 nm), at 0.05 nm intervals. In each simulation, the position of the ion in the x direction was restrained using a harmonic potential with a force constant of 5000 kJ mol.sup.1 nm.sup.2. After an initial equilibration period of 1 ns, the PMF was generated from the force data obtained in a further 4 ns of simulation time, using the weighted histogram analysis method. The maximum energy along the PMF profile is equal to the barrier to permeation. In all cases, the observed barriers are positive, indicating that this process is energetically unfavorable. In general, the barrier height increases as the interlayer spacing decreases and, in the narrowest capillaries, the barriers are considerably larger for divalent ions than monovalent ions. Table 2 shows the free energy barriers for every ion obtained for different interlayer spacing.
TABLE-US-00003 TABLE 2 Free energy barriers to ion permeation into graphene capillaries (kJ mol.sup.1). The number in brackets is the uncertainty in the size of the barrier. Interlayer Spacing () Ion 7 8 9 10 11 K.sup.+ 27.5(0.6) 17.4(0.3) 10.8(0.3) 5.6(0.2) 5.6(0.3) Na.sup.+ 22.0(1.1) 15.9(0.3) 5.3(0.4) 5.0(0.3) 5.3(0.3) Li.sup.+ 24.7(1.3) 8.5(0.3) 4.5(0.4) 3.2(0.3) 1.8(0.2) Ca.sup.2+ 163.5(1.0) 60.3(0.4) 3.9(0.3) 5.5(0.4) 6.7(0.4) Mg.sup.2+ 197.8(2.2) 44.3(0.5) 4.6(0.3) 3.9(0.4) 5.4(0.4)
[0139] The observed trends in barrier energy suggest that the size of the barrier is related to the hydration free energy. The higher charge on divalent ions results in stronger electrostatic attraction between the ion and the surrounding water, and the strength of these interactions is reflected in the magnitude of their experimental hydration free energies (see Table 3). Hence, ions with the most negative hydration free energies have the largest barriers to permeation, consistent with permeation data obtained experimentally.
TABLE-US-00004 TABLE 3 Experimental hydration free energy of different ions Ion Hydration free energy (kJ/mol) K.sup.+ 321 Na.sup.+ 405 Li.sup.+ 515 Ca.sup.2+ 1592 Mg.sup.2+ 1922
[0140] This ion dehydration effect was further investigated by analyzing the ion hydration numbers in each simulation window along the PMF profile (
[0141] The primary hydration numbers of ions inside the channel were obtained from the last five simulation windows along the PMF profiles. Table 4 shows that n.sub.1 decreases with interlayer spacing for all ions. Since the first hydration shell of the Li.sup.+ ion is very small, n.sub.1 is only reduced slightly from 1.1 nm to 0.7 nm. However, for ions with larger ionic radii the decrease in n.sub.1 is more significant. For example, for K.sup.+, n.sub.1 decreases from 7.7 in a 11 channel to 4.7 in a 7 channel. Combined with the barriers in Table 2, this shows that ions with larger electrostatic interaction with the surrounding water molecules hold more water molecules to the primary hydration shell and shows larger energy barrier for permeation. It is interesting to note that for all of the cations there is a maximum in n.sub.1 at some intermediate interlayer spacing. This appears to be the case when the effective interlayer spacing is commensurate with the distance from the ion to the first hydration shell with the ion in the center of the channel. We have also investigated even narrower interlayer spacing (<0.6 nm) but the channel does not retain any water molecules at this separation so the ions are required to completely dehydrate in order to enter into the membrane in our simulations.
TABLE-US-00005 TABLE 4 The number of water molecules in the first hydration shell, n.sub.1. Interlayer Spacing () Ion 7 8 9 10 11 K.sup.+ 4.7 5.0 6.6 7.4 7.7 Na.sup.+ 4.0 4.4 5.6 5.7 5.7 Li.sup.+ 4.0 4.0 4.4 4.2 4.2 Ca.sup.2+ 5.0 7.5 7.9 7.3 7.2 Mg.sup.2+ 4.0 6.0 6.0 6.0 6.0
[0142] Separate simulations were performed to calculate the diffusion coefficient, D, of the K.sup.+ ion in narrow graphene channels. In the free energy simulations, an umbrella sampling constraint was required, which inherently restricts the movement of the ions, and when this restraint is removed the ions readily flow into the reservoir. Hence, the set up for calculating D involved graphene sheets with dimensions 6.14 nm6.14 nm, again with interlayer spacing ranging from 7 to 11 . Unlike the free energy barrier calculations, the channels were periodic, providing an effectively infinitely long channel for ion diffusion. Water molecules were first added to the channel to achieve a density of 997.04 kg m.sup.3, which is the density of bulk, unconfined water at 298.15 K and 1 atm. Then, a single water molecule was exchanged for the ion of interest. Extended simulation runs of 100 ns were used to calculate the mean squared displacement of the ion, and this was used to obtain D the from the Einstein relation
r.sub.i(t.sub.0+t)r.sub.i(t.sub.0)|.sup.2
=6Dt (S4)
where r.sub.i is the position of the particle at time t.sub.0+t or t.sub.0 and the angled brackets denote ensemble averaging. As well as these simulations, we also calculated the diffusion coefficient of K.sup.+ in an unconfined box of water molecules (bulk), in order to validate the employed parameters. In this case, the simulation box was cubic, with a side length of 7.5 nm and the simulation was run for 10 ns, using only the final 9 ns in the calculation of D. In the unconfined system, we obtained D=1.6010.sup.5 cm.sup.2 s.sup.1, which agrees reasonably well with the experimental bulk diffusion coefficient of 1.9610.sup.5 cm.sup.2 s.sup.23. This shows that our choice of interaction parameters for both the water and K.sup.+ ions produce diffusive results in reasonable agreement with experiment, despite dynamic properties not featuring in the original parameterization of the ionwater intermolecular potential.
[0143] In the channel, D is reduced relative to the bulk simulation (see
[0144] In conclusion, we have demonstrated the possibility to control the interlayer spacing in GO membranes in the range below 10 . In this regime the capillary size is smaller than hydrated diameters of ions and their permeation is exponentially suppressed with decreasing d. The suppression mechanism can be described in terms of additional energy barriers that arise because of the necessity to partially strip ions from their hydrated shells so that they can fit inside the capillaries. Water transport is much less affected by d.