Equilibrium and out-of-equilibrium (hysteretic) behavior of Ñuids in disordered porous materials : Theoretical predictions E. Kierlik, M. L. Rosinberg, G. Tarjus and P. Viot L aboratoire de Physique T he orique des L iquides,¤ Universite Pierre et Marie Curie, 4 Place Jussieu, 75252 Paris Cedex 05, France Received 26th October 2000, Accepted 19th January 2001 First published as an Advance Article on the web 2nd March 2001 We study the relation between out-of-equilibrium (hysteretic) and equilibrium behavior in the capillary condensation of Ñuids in disordered mesoporous solids. Using mean-Ðeld density functional theory, we show that a simple lattice-gas model can reproduce the major experimental observations and that the classical van der Waals picture of metastability fails due the appearance of many metastable states. We Ðnd that (i) a true equilibrium capillary phase transition may occur when the perturbation induced by the solid is sufficiently small ; (ii) hysteresis does not necessarily imply the existence of this phase transition ; (iii) the disappearance of the hysteresis loop is not associated with capillary criticality ; and (iv) thermodynamic consistency is violated along the adsorptionÈdesorption isotherms. I. Introduction Low-temperature adsorption isotherms of gases in mesoporous adsorbents are often characterized by a steep increase in the mass adsorbed at some pressure below the saturated vapor pressure of the bulk gas. This phenomenon, known as capillary condensation, is usually accompanied by a pronounced hysteresis loop that shrinks and eventually disappears at some temperature T less than T , the bulk critical h c temperature. Hysteresis loops are reproducible, with a shape that depends on the speciÐcity of the pore structure, and they are widely used for characterizing porous solids.1 The origin of this phenomenon, however, remains controversial, and neither theories that relate hysteresis to the existence of metastable states in a single pore nor those which focus on network e†ects (e.g., pore blocking) can account for the experimentally observed behavior.2 Actually, the very concept of capillary condensation is ambiguous as it is used to describe both the steep but continuous Ðlling of the pore space that is observed in real amorphous solids like Vycor, controlled pore glasses or silica gels, and the discontinuous jump that is predicted to occur in a single pore of simple and regular shape below the so-called capillary critical temperature T . In the cc latter case, capillary condensation is a genuine Ðrst-order phase transition that corresponds to a shift of the bulk gasÈ liquid transition induced by conÐnement, and the adsorbed Ñuid has a well deÐned coexistence curve below T .3 Morecc over, in a single pore, hysteresis can occur only below T , as cc described by a classical (mean-Ðeld) scenario in which the metastable portions of the adsorption and desorption branches correspond to the two local minima of the grand potential. In real systems, the relation between T and T is h cc more elusive because one cannot identify T with the disapcc pearance of a vertical jump in the adsorption isotherm. Although one can try to use another criterion to extract some ““ crossover ÏÏ temperature from the experimental data,4h6 the existence of a true capillary critical temperature is still an open question that theory and/or simulation should help to ¤ The Laboratoire de Physique Theorique des Liquides is the UMR 7600 of the CNRS. DOI : 10.1039/b008636n elucidate. In other words, one would like to answer the following two questions : (i) Is there a genuine thermodynamic (i.e., equilibrium) phase transition underlying capillary condensation in real porous solids (so that notions like capillary phase diagram, capillary critical temperature, etc., take a precise meaning) ? (ii) Is the hysteresis loop a signature of this transition ? In this paper, we try to shed some light on the problem by studying a lattice-gas model that has been introduced some time ago as a simple model of a Ñuid conÐned in a disordered matrix.7 The use of a lattice model allows us to perform a detailed investigation of the hysteretic behavior that would not be feasible for the more realistic molecular models that have been proposed in the recent literature and that focus on speciÐc systems (see ref. 8 for a review). We believe, however, that our model incorporates some of the essential physical ingredients that characterize real systems, and this is conÐrmed a posteriori by the results presented here which exhibit a number of important features observed in experiments. The method we use is the mean-Ðeld density functional theory (in its lattice version) that has proved a valuable technique for studying adsorption phenomena in simple systems.3,8 II. Model and density functional theory We consider a three-dimensional lattice where the N sites (i \ 1. . .N) may be either empty or occupied by one matrix or one Ñuid particle (this is of course a coarse-grained model and the term ““ particle ÏÏ must not be taken literally). Matrix particles are distributed at random with an average density o m whereas Ñuid particles are allowed to thermalize in contact with an external reservoir that Ðxes the temperature T and the chemical potential k. To keep things simple, ÑuidÈÑuid and matrixÈÑuid interactions act only between nearest neighbor (n.n.) pairs and have strength [w and [w , respectively ff mf (we only consider the case of attractive interactions). This deÐnes the following Hamiltonian : H \ [w ;qq gg i j i j WijX [ w ; [q g (1 [ g ) ] q g (1 [ g )] mf i i j j j i WijX ff Phys. Chem. Chem. Phys., 2001, 3, 1201È1206 This journal is ( The Owner Societies 2001 (1) 1201 where q \ 1 if site i is occupied by a Ñuid particle and q \ 0 if i i it is not, g \ 0 if site i is occupied by a matrix particle and i g \ 1 if it is not (for historical reasons related to the study of i the site-diluted Ising model,9 g is used in place of (1 [ g ), the i i occupancy variable for matrix particles). The notation SijT indicates that the sums are restricted to distinct n.n. pairs. In this model, the properties of the adsorbentÈadsorbate system are thus speciÐed by two parameters : the density o which m Ðxes the pore space accessible to the Ñuid (conÐnement is replaced here by dilution) and the interaction ratio y \ w /w which determines the ““ wettability ÏÏ of the matrix. mf ff (There is also a dependence on the lattice structure ; the results presented here correspond to the bcc lattice.) Increasing the size of the matrix particles would certainly add more realism to the model. Such a modiÐed version has been proposed recently.10 In a previous study,11 the equilibrium properties of the model were investigated in the framework of the meanspherical approximation, by using the replica method to perform the average over the (quenched) matrix variables Mg N i and by choosing the energy route to calculate the thermodynamics. This study showed that the conÐned lattice Ñuid has a Ðnite (i.e. non zero) capillary critical temperature T when o cc m and y are not too large. Below T , there is coexistence cc between a gas-like and a liquid-like phase, and the capillary phase diagram becomes more and more asymmetric and shifted to higher densities on the vapor branch as y increases. These results are conÐrmed by recent Monte-Carlo simulations : 12 for illustration see Fig. 1. This previous study, however, does not provide insight into the out-of-equilibrium (hysteretic) behavior of the model because such information is lost in the average over disorder. SpeciÐcally, the metastable states corresponding to the (two or three) minima of the average Ñuid grand potential within the mean spherical approximation are not related to the metastable states corresponding to the (numerous) local minima of the grand potential for a particular matrix realization. As we shall see below, the free-energy landscape of the system is very complex and the hysteretic behavior cannot be explained by the usual single loop picture à la van der Waals. In order to investigate this question, we propose a microscopic analysis based on the mean-Ðeld density functional theory. For a given matrix realization deÐned by the set Mg N, i the grand potential function X (Mo N is expressed as i X(Mo N) \ k T ; [o ln o ] (g [ o )ln(g [ o )] i B i i i i i i i [ w ; o o [ w ; [o (1 [ g ) ] o (1 [ g )] ff i j mf i j j i WijX WijX [k ; o (2) i i where o \ Sq g T is the average Ñuid density at site i (note i i i that the usual factor 1/2 in the mean Ðeld term w ; oo ff WijX i j is absent because the sum runs over distinct n.n. pairs). Minimization with respect to the local Ñuid densities gives a set of N nonlinear coupled equations g i o\ i 1 ] e~bKk`&j@i*wffoj`wmf(1~gj)+L (3) where b \ 1/(k T ) and ; indicates that the sum over j is B j@i restricted to n.n. sites of i. The overall density of the conÐned Ñuid is then o \ (1/N) ; o . Inserting the solution of eqn. (3) f i i into X(Mo N) yields the corresponding grand potential, i o (4) X \ k T ; g ln 1 [ i ] w ; o o ff i j B i g i WijX i where we have used the property ; g ln g \ 0. These local i i i mean-Ðeld equations can be also derived directly from the original Hamiltonian, eqn. (1), by neglecting Ñuid density Ñuctuations beyond the linear term, as is done in ref. 10. The conÐned Ñuid is in equilibrium with a bulk Ñuid whose uniform density obulk satisÐes the mean-Ðeld equation of state f obulk f k \ k T ln [ cw obulk (5) B ff f 1 [ obulk f where c is the lattice coordination number (here c \ 8). Eqn. (5) implies that the bulk gasÈliquid transition occurs on the line k /w \ [c/2 with a critical point located at k T /w \ sat ff B c ff c/4 and oc \ 1/2. f Starting from an initial distribution of the o Ïs, the coupled i EulerÈLagrange equations, eqn. (3) have been solved by simple iteration, o(t`1) \ f (Mo(t)N), with the strict convergence i j requirement (1/N) ; (o(t`1) [ o(t))2 \ 10~14. As we are i i i dealing with a system with quenched disorder, one should in principle consider a large number of di†erent matrix realizations (the smaller the lattice size, the larger the number of realizations) and average the results over these realizations. In the present work, however, we have studied only a few typical realizations, using a periodic lattice of size L \ 48 (N \ 2L 3 \ 221 184). We expect that the main conclusions of this paper will not be a†ected by the average over disorder. This important issue is currently under investigation.13 A B III. Results and discussion Fig. 1 Capillary phase diagram of the conÐned Ñuid for o \ 0.1 m and y \ 0.6 calculated via the replica/mean-spherical approximation (solid curve) and via Monte-Carlo (MC) simulations for 100 matrix realizations on a bcc lattice of linear size L \ 16 (open symbols). The MC estimate for the capillary critical temperature of the inÐnite system is T \ 1.43 (the critical temperature of the bulk Ñuid is T \ cc c 1.589). 1202 Phys. Chem. Chem. Phys., 2001, 3, 1201È1206 The results we shall present have been obtained for a matrix density o \ 0.25 (i.e., a ““ porosity ÏÏ 1 [ o \ 0.75) and two m m values of the interaction ratio, y \ 1 and y \ 1.5. It would be worth performing a more systematic study of the inÑuence of o and y on the behavior of the conÐned Ñuid, but these m typical cases will do for our present purpose. Fig. 2 shows typical adsorptionÈdesorption isotherms obtained by progressively increasing (respectively, decreasing) the Ñuid activity j \ ebk from a state of low activity (respectively, high) and using the Ðnal values of the local Ñuid densities obtained as solution of eqn. (3) at each state as the initial values for the next state. This procedure mimics what is done experimentally. The theoretical hysteresis loops have the same shape as those observed in experiments on porous Fig. 2 Theoretical adsorption and desorption isotherms for y \ 1 at T /T \ 0.60, 0.65, 0.70, 0.75 and for y \ 1.5 at T /T \ 0.50, 0.55, 0.6, c c 0.65. These isotherms are of type V and IV, respectively, in the IUPAC classiÐcation. see that the two diagrams have roughly the same asymmetric shape (with a density on the ““ gas ÏÏ branch much higher than in the bulk), that is again very similar to the one observed experimentally. By reducing both the temperature and the Ñuid density by their values at the maximum of the hysteresis diagram, the points for y \ 1 and y \ 1.5 fall approximately on a common curve (see Fig. 4), as it is the case with the real data for CO and Xe adsorbed in Vycor.14 2 As pointed out by Ball and Evans,2 ““ any proposal for the mechanism of hysteresis should account for the scanning behavior observed experimentally ÏÏ. The scanning curves are obtained by changing the sign of the evolution of k at di†erent points along the adsorption and desorption branches. The theoretical scanning curves shown in Fig. 5 bear a close resemblance to those observed experimentally.20 In particular, for a given k, the desorption scanning curves are steeper when starting at lower points on the adsorption branch. Interestingly, the independent pore model, which is widely used to measure pore size distribution in porous materials,1 incorrectly predicts the opposite trend.2,21 The results presented above show that the present approach reproduces, at least qualitatively, the main experimental glasses and silica gels (see for instance ref. 6, 14 and 15), with a steep desorption branch and a smoothly increasing adsorption branch : these loops belong to the H2 category in the 1985 IUPAC classiÐcation.16 Similar hysteresis loops have been obtained in recent simulation studies of model heterogeneous adsorbents.17h19 As the temperature is raised, the loops shrink in size, and the shrinkage involves a decrease in both the height and the width, in agreement with experimental observations. Fig. 2 also illustrates the inÑuence of a change in the solidÈÑuid interaction on the adsorption isotherms : at a given temperature, increasing y induces a narrowing of the hysteresis region. This implies that the temperature T at which the h hysteresis loop disappears is depressed as y increases. There is, however, some ““ universality ÏÏ in this phenomenon. This can be seen by constructing the so-called hysteresis phase diagram of the conÐned Ñuid14 which is the locus of the upper and lower limits of the hysteresis loops as a function of temperature. Fig. 3 shows the diagrams for y \ 1 and y \ 1.5, together with the coexistence curve of the bulk Ñuid. One can Fig. 4 Comparison of theoretical hysteresis phase diagrams for y \ 1 and y \ 1.5 in reduced units. Fig. 3 Theoretical hysteresis phase diagrams for y \ 1 and y \ 1.5. (The apparent small ““ jumps ÏÏ in the curves are due to the uncertainty in determining the upper and lower limits of the hysteresis loops.) The top curve is the mean-Ðeld coexistence curve of the bulk Ñuid. Fig. 5 Theoretical desorption (a) and adsorption (b) scanning curves for y \ 1.5 at T /T \ 0.4. c Phys. Chem. Chem. Phys., 2001, 3, 1201È1206 1203 observations on capillary condensation in disordered porous solids. This indicates that our simple lattice-gas model properly incorporates the main physical ingredients that characterize these systems : limitation of the space accessible to the Ñuid, ““ wettability ÏÏ of the solid surface, connectivity of the pore space, geometric and energetic disorder. Of course, activated processes due to thermal Ñuctuations are not taken into account in the mean-Ðeld description, and in comparing theoretical hysteresis loops and scanning curves (which do not represent equilibrium states) to the experimental ones, we implicitly assume that the system does not have time to equilibrate at constant T and k : adsorption and desorption are then only driven by changes in the chemical potential and, on practical time scales, the system moves from one metastable local free-energy minimum to the nearest available one. Whether or not this is true for all experimental systems and existing observation techniques is still an open question. Let us recall that these many metastable states are also responsible for the hysteretic behavior observed in Monte Carlo simulations which are carried out by the conventional Metropolis method.17h19 When one uses more sophisticated algorithms to overcome the local free-energy barriers at constant T and k, the hysteresis can be eliminated, or at least signiÐcantly reduced, as illustrated in Fig. 6 for the present model.12 To gain a better perspective on the Ñuid behavior in the hysteresis region, we have looked for other solutions of the mean-Ðeld equations, starting the iteration procedure for a given k with di†erent initial conditions. For simplicity, we have only considered initial conditions corresponding to uniform Ðllings of the lattice, o(0) \ o(0) with 0 O o(0) O 1 (an i exhaustive quest would require to consider also non-uniform Ðllings such as checkerboard and random conÐgurations, as has been partly done in the case of the random Ðeld Ising model,22 a model somewhat related to the one studied here). Fig. 7(a) and (b) show the results of this search for y \ 1.5, T /T \ 0.4 and y \ 1, T /T \ 0.5. One can see that there are c c many solutions inside the hysteresis loops. (Note that the loops are not Ðlled uniformly ; although we have considered more than 100 di†erent values of o(0), some of them give the same Ðnal conÐgurations.) The adsorption and desorption isotherms are found to coincide with the solutions obtained from the two extreme initial conditions o(0) \ 0 and o(0) \ 1, i i Fig. 6 Sorption curves for y \ 1 at w /(k T ) \ 1.3 (T /T \ 0.484) ff a Bsingle matrix realization c obtained via Monte Carlo simulations for on a lattice of size L \ 24, using the grand canonical Metropolis algorithm (crosses and circles) and a grand canonical ““ tempering ÏÏ method which samples several chemical potentials at the same time (squares). The latter method allows to reduce dramatically the relaxation time27 and then to equilibrate the system. 1204 Phys. Chem. Chem. Phys., 2001, 3, 1201È1206 Fig. 7 Multiple solutions obtained by solving eqn. (3) with di†erent initial conditions o \ o(0) for each value of k : (a) y \ 1.5 and T /T \ c 0.4, (b) y \ 1 and Ti /T \ 0.5. The solid lines represent the equilibrium c isotherms obtained by connecting the states of lowest grand potential. respectively (it is easy to show that all other solutions are bound by these two extremal curves). The existence of many solutions shows that the free-energy landscape of the system is very complex, as it is often the case when disorder is present, with a large number of metastable states inside the hysteresis loops. The very existence of the scanning curves is a manifestation of these metastable states. Within the (limited) set of solutions that have been obtained, there is one solution which gives the lowest value of X for given T and k. This may be not the global minimum that corresponds to the true thermodynamic equilibrium, but we think that it is a good approximation (see below). A preliminary study of size e†ects has shown that this minimum is separated from the closest other minima by a di†erence in X that increases with system size. Therefore, at the temperatures studied, only one solution contributes to equilibrium properties. (On the other hand, the numerical study of the same equations in the case of the random Ðeld Ising model22 suggests a more complicated behavior in the vicinity of the capillary critical point.) The resulting ““ equilibrium ÏÏ isotherms are shown in Fig. 7(a) and (b). Two di†erent cases may occur depending on the value of y : (i) the equilibrium isotherm is smooth, and it remains smooth at all temperatures, which means that there is no equilibrium phase transition (this is what happens when the matrixÈÑuid interaction is too large as is the case for y \ 1.5) ; (ii) a jump is present below some capillary critical temperature, indicating a true phase coexistence between gas-like and liquid-like states, as is the case for y \ 1. One thus concludes that hysteresis in the present model is not a signature of an underlying phase transition, as it is often stated. One may observe hysteresis with or without a phase transition. Accordingly, the hysteresis phase diagram, which describes out-of-equilibrium situations, has nothing to do with the true capillary phase diagram, when the latter exists. In particular, the disappearance of the hysteresis loop is not associated with capillary criticality. Clearly, the classical picture of a van der Waals loop with only two possible metastable states is irrelevant here. The independent-pore model is also disqualiÐed as it cannot predict the existence of a sharp equilibrium transition which is a collective e†ect involving Ñuid molecules in a large number of interconnected pores. More striking evidence for the failure of the van der Waals picture of metastability in the present problem can be seen in Fig. 8(a) and (b) where we show the violation of the Gibbs adsorption isotherm (dX/dk) \ [No along the adsorption T f Fig. 8 Check of thermodynamic consistency ((dX/dk) \ [No ) T f along the adsorption (a) and desorption (b) branches for y \ 1.5 at T /T \ 0.4. Filled symbols : average Ñuid density obtained from the c solutions of eqn. (3). Open symbols : quantity obtained by di†erentiating the corresponding grand potentials. Fig. 9 Same as Fig. 8 but for the equilibrium isotherm. and desorption branches for y \ 1.5 at T /T \ 0.4. The c numerical derivative has been calculated with a step *(k/w ) \ 0.02. One can see that there is a loss of thermodyff namical consistency which comes from the fact that the system often jumps from one metastable local minimum of the grand potential to another along the two branches. In other words, the function X(k) is not continuous everywhere and its derivative is not well deÐned. As a result, one cannot use thermodynamic integration to locate the equilibrium capillary transition, as is done in a single pore of ideal geometry.8 For instance, thermodynamic integration predicts a capillary coexistence curve for y \ 1.5 whereas the above analysis shows that no equilibrium transition takes place in this case. This questions the use of thermodynamic integration in recent work on model heterogeneous adsorbents.23,24 On the other hand, one expects to recover thermodynamic consistency along the true equilibrium isotherm, as illustrated in Fig. 9 (this indicates a posteriori that our estimate of the global minimum was reasonably accurate in spite of the use of a limited set of solutions of the local mean-Ðeld equations). Another important consequence of the above calculations is that the capillary critical point, when it exists, is located at a lower temperature than T , the temperature at which the hysh teresis Ðrst appears (T \ T ). This result is in agreement with cc h the experimental observations for magnetic systems in a random Ðeld25 but it contradicts recent statements in the literature.4,6,8 We think that this is because the capillary critical temperature empirically determined in disordered porous materials represents a crossover point at which steep capillary condensation ceases to exist rather than a true critical point. This is illustrated in Fig. 10 where we use the procedure suggested in ref. 4 and 6 to analyze the theoretical sorption isotherms for y \ 1. On a logarithmic scale, we observe that the positive deviation from a power law behavior disappears around T \ 0.8 T , a temperature which is indeed higher than c T . But this is not the true capillary critical temperature at h which the jump in the equilibrium isotherm disappears. This latter temperature is below T . Note however that the present h discussion may not apply to Ñuids adsorbed in disordered solids of very high porosity like aerogels. In this case, the perturbation induced by the matrix may be small enough to allow the system to reach equilibrium on the experimental time scale. Indeed, there is evidence of a vaporÈliquid phase separation that terminates at a genuine critical point for 4He and N in aerogel of 95% porosity, but no sign of hysteresis.26 2 IV. Conclusion The work presented in this paper is a Ðrst step towards understanding the relation between out-of-equilibrium (hysteretic) and equilibrium behavior in the capillary condensation of Ñuids in real disordered mesoporous solids. Using mean-Ðeld density functional theory, we have shown that a simple latticegas model can reproduce the essential experimental observations and that the classical picture of metastability fails due to the appearance of many metastable states. Our main Ðndings are that (i) a true equilibrium capillary phase transition may occur when the perturbation induced by the solid is sufficiently small ; (ii) hysteresis does not necessarily imply the existence of this phase transition ; (iii) the disappearance of the hysteresis loop is not associated with capillary criticality (speciÐcally, one has T \ T when T exists) ; and (iv) thercc h cc modynamic consistency is violated along the adsorptionÈ desorption isotherms, which forbids the use of thermodynamic integration to map out the capillary phase diagram. Fig. 10 Logarithmic plot of the theoretical isotherms for y \ 1 at T /T \ 0.8, 0.75, 0.70 and 0.65, (the curves are o†set for clarity). The solidc lines represent a Ðt to a power law behavior in the intermediate density region. Acknowledgements We are grateful to P. Monson for useful discussions and for communicating his preprint10 prior to publication. Phys. Chem. Chem. Phys., 2001, 3, 1201È1206 1205 References 1 2 3 4 5 6 7 8 9 10 11 12 13 14 S. J. Gregg and K. S. W. Sing, Adsorption, Surface Area and Porosity, Academic Press, London, 1982. P. C. Ball and R. Evans, L angmuir, 1989, 5, 714. R. Evans, J. Phys. : Condens. Matter, 1990, 2, 8989. M. Thommes and G. H. Findenegg, L angmuir, 1994, 10, 4277. K. Morishige and M. Shikimi, J. Chem. Phys., 1998, 108, 7821. S. Gross, T. Michalski, A. Schreiber, M. Thommes and G. H. Findenegg, Phys. Chem. Chem. Phys., 2001, 3 (DOI : 10.1039/ b010086m). E. Pitard, M. L. Rosinberg, G. Stell and G. Tarjus, Phys. Rev. L ett., 1995, 74, 4361. L. D. Gelb, K. E. Gubbins, R. Radhakrishnan and M. SliwinskaBartkowiak, Rep. Prog. Phys., 1999, 62, 1573. R. B. Stinchcombe, in Phase T ransitions and Critical Phenomena, ed. C. Domb and J. L. Lebowitz, Academic Press, London, 1983, vol. 7, p. 151. L. Sarkisov and P. A. Monson, preprint, 2000. E. Kierlik, M. L. Rosinberg, G. Tarjus and E. Pitard, Mol. Phys., 1998, 95, 341. P. Viot, unpublished results. E. Kierlik, P. A. Monson, M. L. Rosinberg, L. Sarkisov and G. Tarjus, in preparation. C. G. V. Burgess, D. H. Everett and S. Nuttall, Pure Appl. Chem., 1989, 61, 1845. 1206 Phys. Chem. Chem. Phys., 2001, 3, 1201È1206 15 W. D. Machin, L angmuir, 1994, 10, 1235. 16 K. S. W. Sing, D. H. Everett, R. A. Haul, L. Moscou, R. A. Pierotti, J. Rouquerol and T. Siemieniewska, Pure Appl. Chem., 1985, 57, 603. 17 L. Sarkisov, S. K. Page and P. A. Monson, in Fundamentals of Adsorption 6, ed. F. Meunier, Elsevier, 1998, p. 847. 18 L. D. Gelb and K. E. Gubbins, L angmuir, 1998, 14, 2097. 19 R. Pellenq, S. Rodts, V. Pasquier, A. Delville and P. Levitz, Adsorption, 2000, 6, 241. 20 A. J. Brown, PhD Thesis, University of Bristol, 1963. 21 D. H. Everett, in T he Solid-Gas Interface, ed. E. A. Flood, Marcel Dekker, New York, 1967, vol. 2, p. 1055. 22 D. Lancaster, E. Marinari and G. Parisi, J. Phys. A, 1995, 28, 3959. 23 K. S. Page and P. A. Monson, Phys. Rev. E, 1996, 54, 6557. 24 R. Salazar, R. Toral and A. Chakrabarti, J. Sol Gel Sci. T echnol., 1999, 15, 175. 25 D. S. Fisher, G. M. Grinstein and A. Khurana, Phys. T oday, 1988, 41(12), 58. 26 A. P. Y. Wong and M. H. W. Chan, Phys. Rev. L ett., 1990, 65, 2567 ; A. P. Y. Wong, S. B. Kim, W. I. Goldburg and M. H. W. Chan, Phys. Rev. L ett., 1993, 70, 954. 27 Q. Yan and J. J. de Pablo, J. Chem. Phys., 1999, 111, 9509.
© Copyright 2026 Paperzz