Transport Properties for Aqueous Sodium Sulfonate Surfactants

Size: px
Start display at page:

Download "Transport Properties for Aqueous Sodium Sulfonate Surfactants"

Transcription

1 Journal of Colloid and Interface Science 216, (1999) Article ID jcis , available online at on Transport Properties for Aqueous Sodiu Sulfonate Surfactants 2. Intradiffusion Measureents: Influence of the Obstruction Effect on the Monoer and Micelle Mobilities Onofrio Annunziata, Lucia Costantino, Gerardino D Errico, Luigi Paduano, and Vincenzo Vitagliano Dipartiento di Chiica, Università di Napoli, Federico II, via Mezzocannone 4, Napoli, Italy E-ail: VITA@chena.dichi.unina.it Received July 24, 1998; accepted April 14, 1999 Intradiffusion coefficients of sodiu alkylsulfonates [CH 3 (CH 2 ) n 1 SO 3 Na,C n SNa] (n 5 9, 11) in ixtures with heavy water were easured by the PGSE-NMR technique at 25 C. A slope change in the experiental trends perits the deterination of the critical icelle concentration (CMC). In the icellar coposition range, solubilized TMS olecules were used to deterine the icelle intradiffusion coefficient, fro which the icelle radii were obtained. Both the onoer surfactant and the icelle intradiffusion coefficients show a sharp decrease above the CMC. These results can be interpreted in ters of the obstruction effect due to the icelles. The electrostatic repulsion aong charged particles strongly enhances this effect. A siple approach that perits the coputation of the Gouy Chapan layer thickness fro the experiental coefficients has been proposed and the results are briefly discussed Acadeic Press Key Words: intradiffusion; icelles; sodiu alkylsulfonates. INTRODUCTION The association of aphiphilic olecules into icellar aggregates in aqueous solutions leads to a reduction of the energetically unfavorable contact between water and the apolar parts of the aphiphilic olecules while the polar groups are still solvated by water. Although the hydrophobic interactions aong the apolar oieties in the icellar core have been extensively analyzed (1, 2), the understanding of the interactions involving the polar groups is less well developed. The strength of the interactions between the surfactant olecules largely depends on their hydrophilic oieties. In recent years, we have extensively studied icellar systes fored by nonionic ethoxylated tensides (3 6). For dilute solutions of these surfactants, the interactions between the polar heads are weak. On the contrary, for ionic surfactants the electrostatic onoer onoer, onoer icelle, and icelle icelle interactions are iportant and deterine the behavior of the systes (7). In this paper we present the results of intradiffusion easureents for aqueous solutions of soe anionic surfactants of the sodiu alkyl sulfonates class [CH 3 (CH 2 ) n 1 SO 3 Na, C n SNa]. These tensides, particularly the shorter ones, have high critical icelle concentration (CMC) values, so that the onoers cannot be neglected and all the above-entioned interactions ust be considered. In these conditions, obtaining unique and reliable values of the icellization paraeters is difficult. For this purpose, techniques are required that can distinguish the properties of the icelles fro those of onoeric units. Fro this point of view, transport property easureents see to be an appropriate experiental approach. The paper presented here is a part of a ore extensive work on the transport properties of alkyl sulfonates sodiu salts in aqueous solution. In a copanion paper utual diffusion coefficients in the sae syste are presented and discussed (8). In this work we report and coent on surfactant intradiffusion coefficients. The PGSE-NMR technique provides accurate intradiffusion coefficients for the rando theral otion of surfactants in systes of unifor cheical coposition. In the following sections we deterine separately the intradiffusion coefficient of both the icellar aggregates and the onoeric units. The diffusion coefficient of icelles extrapolated to infinite dilution is related to their hydrodynaic diension. Furtherore, we analyze the experiental data and propose a very siple approach to obtaining inforation on the electrostatic interactions in solution. We think that our data eventually will be useful for testing theoretical treatents for these kinds of systes. EXPERIMENTAL Materials. Siga analytical reagent grade sodiu 1-pentanesulfonate [C 5 H 11 SO 3 Na, C 5 SNa], sodiu 1-hexanesulfonate [C 6 H 13 SO 3 Na, C 6 SNa], sodiu 1-heptanesulfonate [C 7 H 15 SO 3 Na, C 7 SNa], sodiu 1-octanesulfonate [C 8 H 17 SO 3 Na, C 8 SNa], sodiu 1-nonanesulfonate [C 9 H 19 SO 3 Na, C 9 SNa], and sodiu 1-undecanesulfonate [C 11 H 23 SO 3 Na, C 11 SNa] (declared purity 98%) were dried under vacuu before use and used without /99 $30.00 Copyright 1999 by Acadeic Press All rights of reproduction in any for reserved. 16

2 AQUEOUS SODIUM SULFONATE SURFACTANTS 17 further purification. The solvent used was D 2 O obtained fro Siga ( 99.96% isotopic purity). All solutions were prepared by weight. As will be discussed later, solubilized tetraethylsilane (TMS, Siga, purity 99.9%) was used in the icellar coposition range to easure the icelle intradiffusion coefficient. Intradiffusion easureents. The intradiffusion coefficients were obtained by using the FT-PGSE NMR technique (9, 10). A spectroeter operating in the 1 H ode at 80 MHz and equipped with a pulsed agnetic field gradient unit ade by Stelar (Mede, Italy) was used. The Varian spectroeter was odified for better teperature control by using an external refrigeration and water recycling built by RefCon (Naples) according to our design. This equipent provides efficient teperature control of the water cooling the agnet and of the air cooling the saple. A Stelar variable teperature controller (Model VTC87) was used to keep the saple teperature constant within 0.1 C. The individual spin-echo peak aplitude, A, for a given line is given by A A 0 exp 2 g 2 a 2 3, [1] where A 0 is a constant for a given set of experiental conditions, is the gyroagnetic ratio of the proton, a is the intradiffusion coefficient of the species responsible for the NMR signal, g is the strength of the applied gradient, and and are tie paraeters in the pulse sequence. The tie between the 180 and 90 pulses,, was kept constant. The duration of the two gradient pulses,, was varied over a suitable range to observe the decay of the spin-echo signal A. The paraeters in the above equation were obtained by applying a nonlinear least-squares routine to the decay of A as a function of. In order to evaluate the values of the intradiffusion coefficients, g ust be known. Measureents to establish its value were perfored on a reference saple with known intradiffusion coefficient; we used heavy water with trace aounts of light water ( HDO s 1, 11). The sulfonates intradiffusion coefficients were easured following the signal intensities of the CH 2 groups protons not adjacent to the sulfur ato ( 1.3). The experiental errors on the intradiffusion coefficients were generally less than 2%. In order to correct the intradiffusion coefficients obtained in deuterated solutions back to those in noral water, it is necessary to ultiply a by the factor 1.23 (12), which is the ratio of intradiffusion coefficients of noral and deuterated water. Siilarly, the olalities in heavy water were ultiplied by the * D2 O / * H2 O ratio in order to obtain the olalities in light water. The concentrations were coputed using the literature density data (8, 13). (No literature data are available for C 8 SNa. In this case densities were estiated by interpolating the C 7 SNa and C 9 SNa data.) The isotopic substitution of the solvent ight result in an alteration of the structural properties of the icellar aggregates. In fact D 2 O is thought to be slightly ore structured than H 2 O (14). Berr (15) showed that these differences are very sall and becoe appreciable only for surfactants with long hydrophobic chains. For this reason we neglected this effect. RESULTS AND DISCUSSION The developent of explicit theories describing icellar aggregation beyond therodynaic treatents is a difficult proble because the olecular interactions involved are too coplex to be described in ters of statistical echanics. Thus odels are used generally for linking icelle foration to olecular solution structure. These odels perit analysis of the experiental data in order to obtain inforation about the icellization process. The icellization process of a surfactant can be described as a phase separation (16), so that the concentration of the onoer species becoes constant and equal to the critical icelle concentration (CMC) at higher concentration. For intradiffusion easureents, the CMC deterination was discussed in a previous paper (5). Above the CMC, according to this odel, the onoer concentration is constant, while the icelle concentration is approxiately given by (17) C M C CMC, [2] n where C is the stoichietric concentration of surfactant, C M the icelle concentration, and n is the aggregation nuber. Alternatively, the icellization process can be described as a cheical equilibriu (18). For anionic surfactants (S ), ns qm S n M q n q [3] K S n M q S n M q, [4] where M is the counterion and q is the nuber of counterions bound to each icelle. If n is sufficiently large, the equilibriu odel also predicts the onset of icellization in a very narrow range of concentration. However, the onoer concentration does not becoe constant at higher concentrations. Both odels are siplified odels that do not account, for instance, for the polydispersity or for the activity coefficients of the solute species. However, they are good enough to give reasonable insight into the behavior of surfactants solutions through the icellization process (19), although ore sophisticated odels are described in the literature (20, 21). The choice of the odel is ainly related to the discussion of experiental results. We have used both odels in the past. For surfactants with short hydrophobic tails, which usually present high and poorly arked CMC values, the properties of

3 18 ANNUNZIATA ET AL. the systes are well described by the equilibriu odel. In this work the experiental intradiffusion coefficients are first treated according to the phase separation odel. The results perit coputation of the equilibriu paraeters fro the utual diffusion coefficients (8). These paraeters have been used to reanalyze our intradiffusion data to obtain new inforation about the intericellar interactions. This is an interesting exaple in which the cobined analysis of intradiffusion and utual diffusion data largely iprove the inforation that can be obtained fro a single technique. The experiental intradiffusion coefficients are collected in Table 1 and shown in Figs In all cases shows a change of slope at the CMC. The easured CMC values are collected in Table 2, where they are copared with soe literature values. In the cases of C 9 SNa and C 11 SNa, whose CMCs are very low, we were not able to easure the intradiffusion coefficient in the preicellar coposition range. The intradiffusion coefficients obtained for the C 8 SNa aqueous solutions are in very good agreeent with those easured by Lindan et al. (22). In the preicellar coposition range the intradiffusion coefficients ay be fitted as a function of the square root of the ionic strength (23), I, as is usual for electrolyte solutions: 1 I 1/ 2 [5] The fitting paraeters are reported in Table 2. The intradiffusion coefficients extrapolated to infinite dilution,, can be copared with those coputed by the Nernst relationship, RT 2, [6] where is the Faraday constant and is the liiting conductivity of the surfactant anion. Clunie et al. (24) obtained for the sodiu n-alkyl sulfonates fro experiental equivalent conductances assuing the liiting conductivity of Na, oh 1 c 2, fro the literature (25). As one can see in Table 2, the agreeent between the experiental and the coputed is very good. Actually, these values are different fro the liiting coefficients of utual diffusion. In fact, fro the Nernst Hartley expression, the liiting utual diffusion coefficient is given by D utual 2 RT 2. [7] Given the rapid exchange aong free and icellized surfactant olecules, in the icellar coposition range the experiental intradiffusion coefficient is a ean value between that of the free onoers, F, and that of the icellized olecules, M. Thus, p F F 1 p F M C F C F nc M C M, [8] where p F is the fraction of aphiphile in the onoeric state and C F is the free onoer concentration. For the systes under consideration the value decreases sharply above the CMC. The strong dependence on concentration is usually attributed to the obstruction effect. In fact the ean square root displaceent of a particle decreases if it eets soe hindrance in its otion; big particles, like icelles, slow the otion of other icelles and of the free onoer. F and M both depend on the volue fraction of icelles. The presence of charged particles increases this effect because of electrostatic repulsion. As a consequence for ionic tensides: the free onoer intradiffusion coefficient, in the icellar coposition range, is different fro that easured at the CMC, CMC F, where icelles are absent, and shows a dependence on the surfactant concentration; the icelle intradiffusion coefficient is not constant. Micelle intradiffusion coefficients. M can be estiated experientally by the addition of TMS to the syste. In fact, for a copound in a icellar solution which is entirely confined to the icelles and has a negligible solubility in the intericellar solution, the observed intradiffusion coefficient will be the sae as the intradiffusion coefficient of the icelles (26). With this purpose, we added TMS in trace aounts to our solutions. TMS is a strongly hydrophobic olecule and is solubilized in the icellar core. Below the CMC no NMR signal fro TMS was observed. This was ascribed to the diffusion of the probe to the air water interface in the absence of solubilization sites in solution (27). In icellar solutions, electrostatic repulsion should prevent intiate icelle icelle contacts, barring collisional transfer of solubilized olecules. For these reasons we followed the TMS NMR signal, in order to easure directly the icelle intradiffusion coefficient. The TMS intradiffusion coefficients are collected in Table 1. Inspection of Figs. 1 6 shows that M 3 as the surfactant concentration increases and the onoeric contribution becoes negligible. As a consequence, it sees realistic to assue that the added solubilizate does not perturb the icelles, i.e., by reducing the CMC or affecting appreciably icelle shape and size. In a first approxiation, the siple pseudo-phase-transition odel can be assued; in this case the icelles start to for at the CMC. This concentration can be considered as the infinite dilution for icelles. Furtherore, the icelle concentration is proportional to the total surfactant concentration inus the CMC (see Eq. [2]). For this reason, the concentration dependence of M can be expanded as a polynoial of (C CMC), M CMC M 1 A M C CMC B M C CMC 2..., [9]

4 AQUEOUS SODIUM SULFONATE SURFACTANTS 19 TABLE 1 Intradiffusion Coefficients for the Systes D 2 O(1) Surfactant(2) at K C5SNa C6SNa C7SNa C8SNa C9SNa C11SNa

5 20 ANNUNZIATA ET AL. FIG. 1. C 5 SNa aqueous solutions: (F) tenside intradiffusion coefficients, ( ) TMS intradiffusion coefficients, (E) liiting intradiffusion coefficients coputed fro conductivity data, ( ) free onoer intradiffusion coefficients; the dashed line shows the utual diffusion coefficient trend. FIG. 3. C 7 SNa aqueous solutions: (F) tenside intradiffusion coefficients, ( ) TMS intradiffusion coefficients, (E) liiting intradiffusion coefficients coputed fro conductivity data, ( ) free onoer intradiffusion coefficients; the dashed line shows the utual diffusion coefficient trend. although the graphs of Figs. 1 6 show that M is alost a linear function of C. Since we are going to discuss the ter A M later, we collect the fitting paraeters of Eq. [8] in Table 3. It is possible to relate the icelle intradiffusion coefficients, extrapolated at the CMC ( CMC M ), to the hydrodynaic size of the aggregates using the Stokes Einstein equation to calculate the apparent radius, r (28), r k B T 6 CMC M CMC, [10] where CMC is the viscosity of alkyl sulfonate solutions at the CMC. In the preicellar solutions of alkyl sulfonate the viscosity follows the relation (29) 0 1 BC, [11] where 0 is the water viscosity and B is an interpolating coefficient. For a low nuber of carbon atos in the hydrocarbon chain, n C 1 6, the following was found (in ol 1 d 3 ) (29): B n C. [12] For n C 6, we extrapolated B fro Eq. [12]. CMC was obtained fro Eq. [11], with C CMC; CMC values are reported in Table 3. FIG. 2. C 6 SNa aqueous solutions: (F) tenside intradiffusion coefficients, ( ) TMS intradiffusion coefficients, (E) liiting intradiffusion coefficients coputed fro conductivity data, ( ) free onoer intradiffusion coefficients; the dashed line shows the utual diffusion coefficient trend. FIG. 4. C 8 SNa aqueous solutions: (F) tenside intradiffusion coefficients, ( ) TMS intradiffusion coefficients, (E) liiting intradiffusion coefficients coputed fro conductivity data, ( ) free onoer intradiffusion coefficients.

6 AQUEOUS SODIUM SULFONATE SURFACTANTS 21 FIG. 5. C 9 SNa aqueous solutions: (F) tenside intradiffusion coefficients, ( ) TMS intradiffusion coefficients, (E) liiting intradiffusion coefficients coputed fro conductivity data, ( ) free onoer intradiffusion coefficients; the dashed line shows the utual diffusion coefficient trend. FIG. 6. C 11 SNa aqueous solutions: (F) tenside intradiffusion coefficients, ( ) TMS intradiffusion coefficients, (E) liiting intradiffusion coefficients coputed fro conductivity data, ( ) free onoer intradiffusion coefficients; the dashed line shows the utual diffusion coefficient trend. The easured r values are shown in Table 3. They can be copared with those of the alkyl chain length coputed according to the Tanford relation, n C [13] where is approxiately the hydrophobic core radius (in n). As can be seen, r, with a ean difference of n, due to the sulfonic heads, the bound counterions, and the hydration water. M CMC ust coincide with the liiting icelle utual diffusion coefficient (30, 31). The knowledge of M CMC perits the coputation of the n, q, and K values for the icellization equilibriu fro the utual diffusion easureents. These paraeters perit calculation of the concentration of all species present in solution (8). The results indicate that the free onoer concentration decreases above the CMC. The icelle concentration, C M, starts to be significant slightly below the CMC and increases linearly with total surfactant concentration. We can reconsider Eq. [9] according to the cheical equilibriu odel using the true value of C M : M M CMC 1 A M C M B M C M [14] The calculated paraeters are reported in Table 4. Clearly, A M na M and B M n 2 B M ; however, the results obtained fro Eq. [14] ust be preferred, considering that the aqueous solutions of our tensides are better described by the equilibriu odel. The concentration dependence of M is generally due to the cobination of two effects: intericellar interactions and change of icelle size. At oderate ionic strength the first effect is prevailing (32, 33). In order to interpret our experiental results, we neglected the second effect. TABLE 2 Critical Micellar Concentration and Fitting Paraeters for the Equations in the Text CMC (ol d 3 ) CMC (ol d 3 ) a 10 9 (ol d 3 ) 1/2 n b q/n b ln K b C 5 S c C 6 S c C 7 S C 8 S c (17) d (0.8) d (50.1) d e C 9 S e C 11 S 0.02 e a Data fro Ref. (24). b Data fro Ref. (8). c Data fro Ref. (44). d Interpolated data. e Data fro Ref. (45).

7 22 ANNUNZIATA ET AL. TABLE 3 Fitting Paraeters for the Equations in the Text M CMC 10 9 CMC (cp) A M (ol 1 d 3 ) B M (ol 1 d 3 ) r C 5 S C 6 S C 7 S C 8 S C 9 S C 11 S Although a large body of literature has been developed about the proble of interactions aong polyelectrolytes in aqueous solution in the presence and absence of added salts (34 36), only incoplete odels have been used so far to describe intericellar interactions (37, 38). On the other hand, several odels have been developed for describing the interaction aong uncharged spherical particles. Batchelor (39) has shown that in a dilute suspension of spherical particles it is appropriate to express the intradiffusion coefficient as a power series of the particles volue fraction,. Considering two- and threebody hydrodynaic interactions the following relation holds (40): [15] In the following discussion we assue the shape of the icelles to be not very far fro the spherical one. Furtherore, we preserve the sae dependence on of Eq. [15] for charged spherical particles. In this case, of course, the particle s volue will appear larger than the real one because of the effect of the electrostatic interactions. Coparing Eq. [15] and Eq. [14] one can show that A M 1.73 C M 1.73V M 2.31 N A r 3, 16 where V M is the excluded volue due to the presence of icelles, r is the corresponding radius (in n), and N A is the Avogadro nuber. The coputed r values are reported in Table 4. As can be seen r r is always positive (Table 4). This point will be discussed later. Monoer intradiffusion coefficients. The free onoer intradiffusion coefficient, F, can be coputed fro Eq. [8]; its trend is shown in Figs F is affected by the ionic strength of the aqueous ediu and by the obstruction effect due to the icelles. The forer effect can be assued to be the sae as in the preicellar region: F (I) 1 I 1/ 2. [17] The ionic strength of the aqueous ediu was coputed considering the free onoers and counterions concentrations obtained fro the equilibriu paraeters: I 1 2 2C F n q C M. [18] Due to the presence of the charged icelle surface, the ion distribution is not unifor; consequently, the ionic strength coputed through Eq. [18] is an approxiate value. Bell (41) proposed a odel for taking in account the obstruction effect exerted by spherical icelles on a sall particle such as the free onoer, F F , [19] TABLE 4 Fitting Paraeters for the Equations in the Text A M (ol 1 d 3 ) B M (ol 1 d 3 ) r A F (ol 1 d 3 ) r 1 C 5 S C 6 S C 7 S C 8 S C 9 S C 11 S

8 AQUEOUS SODIUM SULFONATE SURFACTANTS 23 where F 0 is the onoer intradiffusion coefficient in absence of obstructing particles. This relation holds for uncharged spheres; however, we can preserve this expression for our systes. As a consequence, F in the icellar region can be interpolated by the following relation: F F I 1 A F C M. [20] A F is related to the obstruction effect aplified by the electrostatic interactions. The calculated A F values are reported in Table 4. Coparing Eq. [20] with Eq. [19], it can be seen that A F 0.5 C M 0.5V M 0.67 N A r 3, [21] where V M is the apparent olar volue of the icelle, considered as the obstructing object, r is the corresponding radius (in n). In Table 4 the r values are reported. Coparing r r with, it can be seen that the obstruction exerted by the icelles on the onoers is stronger than that exerted on the other icelles. r and r, coputed in the coposition region near the CMC where the icelle concentration is low, ust be considered as indications of the friction encountered, respectively, by the icelle and the onoer to change their position during the diffusion process; i.e., they are hydrodynaic properties. The hydrodynaic volues can be uch larger than the partial olar ones because of the interactions in solution (42). They cannot be assued as true volues of actual species in solutions. In fact, using these volues for coputing the space occupied by particles in oderately or highly concentrated solutions, volues larger than those of the whole solution would be found. In order to understand the eaning of and, the structure of a icellar syste fored by an anionic surfactant ust be taken in account. An ionic icelle can be represented as a sperical aggregate whose inner core region consists of ethylene tails. The negatively charged headgroups are located on the aggregate surface, in contact with water olecules. The icelle behavior can be described in ters of the polyions theory. The electrostatic potential due to the charges on the icelle surface causes a gradient of the counterion concentration in going fro the surface to the bulk solution (34). Oosawa (35) and Manning (36) stated that a fraction of counterions will condense on the polyion to lower the charge density of its surface. The adsorbed counterions, along with the surfactant headgroups, for the Stern layer. The residual charge density on the icelle surface produces, on the ediu surrounding the icelle, the electric potential o exp x, [22] FIG. 7. Gouy Chapan layer thickness: (F) ; ( ) ; ({) 1. where x is the distance fro the icellar surface, o is related to the surface charge density, and depends on the nature of the intericellar ediu, e 2 N A 0 r k B T I, [23] where 0 is the vacuu dielectric constant and r is the intericellar dielectric constant (which we assue to be that of pure water). is a linear function of the square root of the ionic strength. Because of the potential given by Eq. [22], near the icelle surface there are excess unbound counterions, while the onoer surfactant anions are rejected. The counterion concentration decreases continuously in going fro the icelle surface to the bulk solution. A siple approxiated odel is often assued, in which the excess counterions are confined in a well-defined region surrounding the aggregates, called the Gouy Chapan layer (43). Its thickness ay be identified with 1, which has the diension of length. In Table 2 the coputed 1 values are reported. To estiate 1, the ionic strength in Eq. [23] was assued to be equal to the CMC. The difference can be seen as the thickness of the layer surrounding the icelle, where free surfactant anions are hindered fro entering because of the electrostatic repulsion due to the icelle charge. In the sae anner is the thickness of the layer surrounding the icelle in which another icelle cannot enter because of the repulsion between the two charged surfaces. and ust be proportional to the diension of the Gouy Chapan layer. Inspection of Fig. 7, where 1,, and are reported as a function of I 1/2 for the surfactants under consideration, shows that and have the sae trend of 1. They increase as the ionic strength decreases and are good indices of ionic repulsion. Hence, and perit a realistic view of the interactions in the icellar systes fored by ionic surfactants.

9 24 ANNUNZIATA ET AL. CONCLUSION This paper has provided intradiffusion coefficients for an iportant class of ionic surfactants. The CMCs were deterined and in the icellar region both the onoer and the icelle obilities were deterined. They are influenced by the obstruction due to the icelles. This effect is strongly enhanced by the electrostatic interactions in solution. ACKNOWLEDGMENTS This research was carried on with financial support of the Italian MURST (Cofin.97 CFSIB) and the Italian CNR. REFERENCES 1. Tanford, C., The Hydrophobic Effect, Wiley, New York, Israelachvili, J. N., Mitchell, D. J., and Ninha, B. N., J. Che. Soc. Faraday Trans. II 72, 1525 (1976). 3. Abrosone, L., Costantino, L., D Errico, G., and Vitagliano, V., J. Solution Che. 25, 757 (1996). 4. Abrosone, L., Costantino, L., D Errico, G., and Vitagliano, V., J. Solution Che. 26, 737 (1997). 5. Abrosone, L., Costantino, L., D Errico, G., and Vitagliano, V., J. Colloid Interface Sci. 190, 286 (1997). 6. Ortona, O., Vitagliano, V., Paduano, L., and Costantino, L., J. Colloid Interface Sci. 202, 000 (1998). 7. Gunnarsson, G., Jönsson, B., and Wennerströ, H., J. Phys. Che. 84, 3114 (1980). 8. Annunziata, O., Costantino, L., D Errico, G., Paduano, G., and Vitagliano, V., J. Colloid Interface Sci. 216, 8 (1999). 9. Stilbs, P., Prog. Nucl. Reson. Spectrosc. 19, 1 (1987). 10. Callaghan, P. T., Principles of Nuclear Magnetic Resonance Microscopy, Clarendon Press, Oxford, Hertz, H. G., Ber. Bunsen-Ges. Phys. Che. 9, 979 (1967). 12. Goldaer, E. V., and Hertz, H. G., J. Phys. Che. 74, 3734 (1970). 13. Paduano, L., Sartorio, R., Costantino, L., and Vitagliano, V., J. Colloid Interface Sci. 189, 189 (1997). 14. Neethy, G., and Scheraga, H. A., J. Che. Phys. 41, 680 (1964). 15. Berr, S. S., J. Phys. Che. 91, 4760 (1987). 16. Shinoda, K., and Hutchinson, E., J. Phys. Che. 66, 577 (1962). 17. Weinheier, R. M., Fennel Evans, D., and Cussler, E. L., J. Colloid Interface Sci. 80, 357 (1981). 18. Corkill, J. M., Godan, J. F., and Harold, S. P., Trans. Faraday Soc. 60, 202 (1964). 19. Zana, R., Surfactants Solutions, New Methods of Investigation, Dekker, New York, Mukerjee, P., J. Phys. Che. 76, 565 (1972). 21. Desnoyers, J. E., De Lisi, R., Roberts, D., Roux, A., and Perron, G., J. Phys. Che. 87, 1397 (1983). 22. Lindan, B., Puyal, M., Kaenka, N., Rydén, R., and Stilbs, P., J. Phys. Che. 88, 5048 (1984). 23. Mills, R., and Godbole, E. W., J. A. Che. Soc. 82, 2395 (1960). 24. Clunie, J. S., Goodan, J. F., and Syons, P. C., Trans. Faraday Soc. 63, 754 (1967). 25. Robinson, R. A., and Stokes, R. H., Electrolitic Solutions, Butterworth, London, Jansson, M., and Warr, G. G., J. Colloid Interface Sci. 140, 541 (1990). 27. Jansson, M., and Stilbs, P., J. Phys. Che. 89, 4868 (1985). 28. Henry, D. C., Proc. Roy. Soc. A 133, 106 (1931). 29. Taaki, K., Ohara, Y., Kurachi, H., Akiyaa, M., and Odaki, H., Bull. Che. Soc. Jpn. 47, 384 (1974). 30. Sundelöf,L.O.,Ber. Bunsenges. Phys. Che. 83, 329 (1979). 31. Kratohvil, J. P., and Ainabhavi, T. M., J. Phys. Che. 86, 1254 (1982). 32. Mazer, N. A., Benedek, G. B., and Carey, M. C., J. Phys. Che. 80, 1075 (1976). 33. Dorshow, R., Briggs, J., Bunton, C. A., and Nicoli, D. F., J. Phys. Che. 86, 2395 (1982). 34. Fuoss, R. M., Katchalsky, A., and Lifson, S., Proc. Nat. Acad. Sci. 37, 579 (1951). 35. Oosawa, F., J. Polyer Sci. 23, 421 (1957). 36. Manning, G. S., J. Che. Phys. 51, 924 (1969). 37. Corti, M., and Degiorgio, V., J. Phys. Che. 85, 711 (1981). 38. Mazo, R. M., J. Che. Phys. 43, 2873 (1965). 39. Batchelor, G. K., J. Fluid Mech. 74, 1 (1976). 40. Beenakker, C. W. J., and Mazur, P., Physica 120A, 388 (1983). 41. Bell, G. M., Trans. Faraday Soc. 60, 1752 (1964). 42. Abrosone, L., Della Volpe, C., Guarino, G., Sartorio, R., and Vitagliano, V., J. Mol. Liq. 50, 187 (1991). 43. Hieenz, P. C., Principles of Colloid and Surface Cheistry, Dekker, New York, Mukerjee, P., and Mysels, K. J., Natl. Stand. Ref. Data Ser. (U.S., Natl. Bur. Stand.) No. 36 (1971). 45. Rassing, J., Sas, P. J., and Wyn-Jones, E., J. Che. Soc. Faraday Trans. II 70, 1247 (1974).

Transport Properties for Aqueous Solution of Sodium Sulfonate Surfactants

Transport Properties for Aqueous Solution of Sodium Sulfonate Surfactants Journal of Colloi an Interface Science 216, 8 15 (1999) Article ID jcis.1999.6268, available online at http://www.iealibrary.co on Transport Properties for Aqueous Solution of Soiu Sulfonate Surfactants

More information

Chapter 4: Hypothesis of Diffusion-Limited Growth

Chapter 4: Hypothesis of Diffusion-Limited Growth Suary This section derives a useful equation to predict quantu dot size evolution under typical organoetallic synthesis conditions that are used to achieve narrow size distributions. Assuing diffusion-controlled

More information

McMillan Mayer theory for solvent effects in inhomogeneous systems: Calculation of interaction pressure in aqueous electrical double layers

McMillan Mayer theory for solvent effects in inhomogeneous systems: Calculation of interaction pressure in aqueous electrical double layers McMillan Mayer theory for solvent effects in inhoogeneous systes: Calculation of interaction pressure in aqueous electrical double layers Roland Kjellander, Alexander P. Lyubartsev, and Stjepan Marčelja

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 17th February 2010 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion

More information

Dispersion. February 12, 2014

Dispersion. February 12, 2014 Dispersion February 1, 014 In aterials, the dielectric constant and pereability are actually frequency dependent. This does not affect our results for single frequency odes, but when we have a superposition

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 9th February 011 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion of

More information

GAUTENG DEPARTMENT OF EDUCATION SENIOR SECONDARY INTERVENTION PROGRAMME. PHYSICAL SCIENCE Grade 11 SESSION 11 (LEARNER NOTES)

GAUTENG DEPARTMENT OF EDUCATION SENIOR SECONDARY INTERVENTION PROGRAMME. PHYSICAL SCIENCE Grade 11 SESSION 11 (LEARNER NOTES) PYSICAL SCIENCE Grade 11 SESSION 11 (LEARNER NOTES) MOLE CONCEPT, STOICIOMETRIC CALCULATIONS Learner Note: The ole concept is carried forward to calculations in the acid and base section, as well as in

More information

An analytical relation between relaxation time spectrum and molecular weight distribution

An analytical relation between relaxation time spectrum and molecular weight distribution An analytical relation between relaxation tie spectru and olecular weight distribution Wolfgang Thi, Christian Friedrich, a) Michael Marth, and Josef Honerkap b) Freiburger Materialforschungszentru, Stefan-Meier-Straße

More information

Scattering and bound states

Scattering and bound states Chapter Scattering and bound states In this chapter we give a review of quantu-echanical scattering theory. We focus on the relation between the scattering aplitude of a potential and its bound states

More information

Physics 2107 Oscillations using Springs Experiment 2

Physics 2107 Oscillations using Springs Experiment 2 PY07 Oscillations using Springs Experient Physics 07 Oscillations using Springs Experient Prelab Read the following bacground/setup and ensure you are failiar with the concepts and theory required for

More information

P (t) = P (t = 0) + F t Conclusion: If we wait long enough, the velocity of an electron will diverge, which is obviously impossible and wrong.

P (t) = P (t = 0) + F t Conclusion: If we wait long enough, the velocity of an electron will diverge, which is obviously impossible and wrong. 4 Phys520.nb 2 Drude theory ~ Chapter in textbook 2.. The relaxation tie approxiation Here we treat electrons as a free ideal gas (classical) 2... Totally ignore interactions/scatterings Under a static

More information

Electronic Supplementary Information Proton Conductivity in Mixed-Conducting BSFZ Perovskite from Thermogravimetric Relaxation

Electronic Supplementary Information Proton Conductivity in Mixed-Conducting BSFZ Perovskite from Thermogravimetric Relaxation Electronic Suppleentary Material (ESI) for Physical Cheistry Cheical Physics. This journal is the wner Societies 014 Z ig / k Z / k phase / Electronic Suppleentary Inforation Proton Conductivity in Mixed-Conducting

More information

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 11 Jan 2007

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 11 Jan 2007 Transport and Helfand oents in the Lennard-Jones fluid. II. Theral conductivity arxiv:cond-at/7125v1 [cond-at.stat-ech] 11 Jan 27 S. Viscardy, J. Servantie, and P. Gaspard Center for Nonlinear Phenoena

More information

Recommended Reading. Entropy/Second law Thermodynamics

Recommended Reading. Entropy/Second law Thermodynamics Lecture 7. Entropy and the second law of therodynaics. Recoended Reading Entropy/econd law herodynaics http://en wikipedia http://en.wikipedia.org/wiki/entropy http://2ndlaw.oxy.edu/index.htl. his site

More information

I affirm that I have never given nor received aid on this examination. I understand that cheating in the exam will result in a grade F for the class.

I affirm that I have never given nor received aid on this examination. I understand that cheating in the exam will result in a grade F for the class. Che340 hysical Cheistry for Biocheists Exa 3 Apr 5, 0 Your Nae _ I affir that I have never given nor received aid on this exaination. I understand that cheating in the exa will result in a grade F for

More information

Chapter 1 Introduction and Kinetics of Particles

Chapter 1 Introduction and Kinetics of Particles Chapter 1 Introduction and Kinetics of Particles 1.1 Introduction There are two ain approaches in siulating the transport equations (heat, ass, and oentu), continuu and discrete. In continuu approach,

More information

13 Harmonic oscillator revisited: Dirac s approach and introduction to Second Quantization

13 Harmonic oscillator revisited: Dirac s approach and introduction to Second Quantization 3 Haronic oscillator revisited: Dirac s approach and introduction to Second Quantization. Dirac cae up with a ore elegant way to solve the haronic oscillator proble. We will now study this approach. The

More information

1 Brownian motion and the Langevin equation

1 Brownian motion and the Langevin equation Figure 1: The robust appearance of Robert Brown (1773 1858) 1 Brownian otion and the Langevin equation In 1827, while exaining pollen grains and the spores of osses suspended in water under a icroscope,

More information

The Thermal Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition

The Thermal Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition The Theral Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition Bin LI Departent of Physics & Astronoy, University of Pittsburgh, Pittsburgh, PA 15260, U.S.A Feb.20 th, 2001 Abstract:

More information

PHY 171. Lecture 14. (February 16, 2012)

PHY 171. Lecture 14. (February 16, 2012) PHY 171 Lecture 14 (February 16, 212) In the last lecture, we looked at a quantitative connection between acroscopic and icroscopic quantities by deriving an expression for pressure based on the assuptions

More information

Statistical associating fluid theory-dimer of the solid phase of the pearl-necklace model

Statistical associating fluid theory-dimer of the solid phase of the pearl-necklace model Indian Journal of Pure & Applied Physics Vol., epteber 00, pp 688-69 tatistical associating fluid theory-dier of the solid phase of the pearl-necklace odel Vivek Kuar ingh & K N Khanna Departent of Physics,

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

Chemistry Department Al-kharj, October Prince Sattam Bin Abdulaziz University First semester (1437/1438)

Chemistry Department Al-kharj, October Prince Sattam Bin Abdulaziz University First semester (1437/1438) Exercise 1 Exercises- chapter-1- Properties of gases (Part-2- Real gases Express the van der Waals paraeters a = 1.32 at d 6 ol 2 and b = 0.0436 d 3 ol 1 in SI base units? * The SI unit of pressure is

More information

CONDUCTOMETRIC INVESTIGATIONS ON OXALIC ACID IN 2-PROPANOL + WATER MIXTURES AT , , AND K

CONDUCTOMETRIC INVESTIGATIONS ON OXALIC ACID IN 2-PROPANOL + WATER MIXTURES AT , , AND K CONDUCTOMETRIC INVESTIGATIONS ON OXALIC ACID IN -PROPANOL + WATER MIXTURES AT 98.5, 0.5, 08.5 AND.5 K Shivakuar H R, Siju N Antony, Surekha M Prof & Head, Associate Professor, Departent of Cheistry KVG

More information

1.1 Heat and Mass transfer in daily life and process/mechanical engineering Heat transfer in daily life: Heating Cooling Cooking

1.1 Heat and Mass transfer in daily life and process/mechanical engineering Heat transfer in daily life: Heating Cooling Cooking 1. Introduction 1.1 Heat and Mass transfer in daily life and process/echanical engineering Heat transfer in daily life: Heating Cooling Cooking ransfer of heat along a teperature difference fro one syste

More information

Lecture #8-3 Oscillations, Simple Harmonic Motion

Lecture #8-3 Oscillations, Simple Harmonic Motion Lecture #8-3 Oscillations Siple Haronic Motion So far we have considered two basic types of otion: translation and rotation. But these are not the only two types of otion we can observe in every day life.

More information

Kinetic Molecular Theory of Ideal Gases

Kinetic Molecular Theory of Ideal Gases Lecture -3. Kinetic Molecular Theory of Ideal Gases Last Lecture. IGL is a purely epirical law - solely the consequence of experiental obserations Explains the behaior of gases oer a liited range of conditions.

More information

III.H Zeroth Order Hydrodynamics

III.H Zeroth Order Hydrodynamics III.H Zeroth Order Hydrodynaics As a first approxiation, we shall assue that in local equilibriu, the density f 1 at each point in space can be represented as in eq.iii.56, i.e. f 0 1 p, q, t = n q, t

More information

Chemistry Instrumental Analysis Lecture 25. Chem 4631

Chemistry Instrumental Analysis Lecture 25. Chem 4631 Cheistry 4631 Instruental Analysis Lecture 25 History - Chroatography Originally the separation of color (in plant pigents) First deonstrated in 1906 by Michael Tswett (Russian botanist) used a colun of

More information

1 The properties of gases The perfect gas

1 The properties of gases The perfect gas 1 The properties of gases 1A The perfect gas Answers to discussion questions 1A. The partial pressure of a gas in a ixture of gases is the pressure the gas would exert if it occupied alone the sae container

More information

KINETIC THEORY. Contents

KINETIC THEORY. Contents KINETIC THEORY This brief paper on inetic theory deals with three topics: the hypotheses on which the theory is founded, the calculation of pressure and absolute teperature of an ideal gas and the principal

More information

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers Ocean 40 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers 1. Hydrostatic Balance a) Set all of the levels on one of the coluns to the lowest possible density.

More information

Density and structure of undercooled liquid titanium

Density and structure of undercooled liquid titanium Article Condensed Matter Physics March 2012 Vol.57 No.7: 719 723 doi: 10.1007/s11434-011-4945-6 Density and structure of undercooled liquid titaniu WANG HaiPeng, YANG ShangJing & WEI BingBo * Departent

More information

Department of Physics Preliminary Exam January 3 6, 2006

Department of Physics Preliminary Exam January 3 6, 2006 Departent of Physics Preliinary Exa January 3 6, 2006 Day 1: Classical Mechanics Tuesday, January 3, 2006 9:00 a.. 12:00 p.. Instructions: 1. Write the answer to each question on a separate sheet of paper.

More information

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all Lecture 6 Introduction to kinetic theory of plasa waves Introduction to kinetic theory So far we have been odeling plasa dynaics using fluid equations. The assuption has been that the pressure can be either

More information

Micellar surfactant solutions: Dynamics of adsorption at fluid interfaces subjected to stationary expansion

Micellar surfactant solutions: Dynamics of adsorption at fluid interfaces subjected to stationary expansion Colloids and Surfaces A: Physicoche. Eng. Aspects 8 83 (006) 143 161 Micellar surfactant solutions: Dynaics of adsorption at fluid interfaces subjected to stationary expansion Krassiir D. Danov a, Peter

More information

Block designs and statistics

Block designs and statistics Bloc designs and statistics Notes for Math 447 May 3, 2011 The ain paraeters of a bloc design are nuber of varieties v, bloc size, nuber of blocs b. A design is built on a set of v eleents. Each eleent

More information

SF Chemical Kinetics.

SF Chemical Kinetics. SF Cheical Kinetics. Lecture 5. Microscopic theory of cheical reaction inetics. Microscopic theories of cheical reaction inetics. basic ai is to calculate the rate constant for a cheical reaction fro first

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

Supporting Online Material

Supporting Online Material Supporting Online Material (A) Description of the suppleentary ovies Movie : Two-directional alignent of cells using 4-point electrodes. 0.08 % w/v yeast (S. cerevisiae) cells were assebled into D arrays

More information

AP Physics Thermodynamics Wrap-up

AP Physics Thermodynamics Wrap-up AP Physics herodynaics Wrap-up Here are your basic equations for therodynaics. here s a bunch of the. 3 his equation converts teperature fro Fahrenheit to Celsius. his is the rate of heat transfer for

More information

1 (40) Gravitational Systems Two heavy spherical (radius 0.05R) objects are located at fixed positions along

1 (40) Gravitational Systems Two heavy spherical (radius 0.05R) objects are located at fixed positions along (40) Gravitational Systes Two heavy spherical (radius 0.05) objects are located at fixed positions along 2M 2M 0 an axis in space. The first ass is centered at r = 0 and has a ass of 2M. The second ass

More information

A NEW ELECTROSTATIC FIELD GEOMETRY. Jerry E. Bayles

A NEW ELECTROSTATIC FIELD GEOMETRY. Jerry E. Bayles INTRODUCTION A NEW ELECTROSTATIC FIELD GEOMETRY by Jerry E Bayles The purpose of this paper is to present the electrostatic field in geoetrical ters siilar to that of the electrogravitational equation

More information

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES S. E. Ahed, R. J. Tokins and A. I. Volodin Departent of Matheatics and Statistics University of Regina Regina,

More information

V.N. Shilov a, *, A.V. Delgado b, F. Gonzalez-Caballero b, C. Grosse c

V.N. Shilov a, *, A.V. Delgado b, F. Gonzalez-Caballero b, C. Grosse c Colloids and Surfaces A: Physicocheical and Engineering Aspects 192 (2001) 253 265 www.elsevier.co/locate/colsurfa Thin double layer theory of the wide-frequency range dielectric dispersion of suspensions

More information

12 Towards hydrodynamic equations J Nonlinear Dynamics II: Continuum Systems Lecture 12 Spring 2015

12 Towards hydrodynamic equations J Nonlinear Dynamics II: Continuum Systems Lecture 12 Spring 2015 18.354J Nonlinear Dynaics II: Continuu Systes Lecture 12 Spring 2015 12 Towards hydrodynaic equations The previous classes focussed on the continuu description of static (tie-independent) elastic systes.

More information

Chapter 1: Basics of Vibrations for Simple Mechanical Systems

Chapter 1: Basics of Vibrations for Simple Mechanical Systems Chapter 1: Basics of Vibrations for Siple Mechanical Systes Introduction: The fundaentals of Sound and Vibrations are part of the broader field of echanics, with strong connections to classical echanics,

More information

Q5 We know that a mass at the end of a spring when displaced will perform simple m harmonic oscillations with a period given by T = 2!

Q5 We know that a mass at the end of a spring when displaced will perform simple m harmonic oscillations with a period given by T = 2! Chapter 4.1 Q1 n oscillation is any otion in which the displaceent of a particle fro a fixed point keeps changing direction and there is a periodicity in the otion i.e. the otion repeats in soe way. In

More information

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6.

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6. PHY10 Electricity Topic 6 (Lectures 9 & 10) Electric Current and Resistance n this topic, we will cover: 1) Current in a conductor ) Resistivity 3) Resistance 4) Oh s Law 5) The Drude Model of conduction

More information

Critical Micelle Concentration and the Size Distribution of Surfactant Aggregates

Critical Micelle Concentration and the Size Distribution of Surfactant Aggregates 2872 J. Phys. Che. 1980, 84, 2072-2676 Critical Micelle Concentration and the Size Distribution of Surfactant Aggregates A. Ben-Nalt and F. H. Stllllnger Bell Laboratorles, Murray Hill, New Jersey 07974

More information

Apparent molal volumes of alcohols in aqueous solutions at different temperatures

Apparent molal volumes of alcohols in aqueous solutions at different temperatures Indian Journal of Cheistry Vol. 3A, February 1995. pp. 106-110 Apparent olal volues of alcohols in aqueous solutions at different teperatures M V Kaulgud". S S Dhondge' & A G Mohari!" Departent of Chcsity,

More information

ln P 1 saturation = T ln P 2 saturation = T

ln P 1 saturation = T ln P 2 saturation = T More Tutorial at www.littledubdoctor.co Physical Cheistry Answer each question in the space provided; use back of page if extra space is needed. Answer questions so the grader can READILY understand your

More information

Solving initial value problems by residual power series method

Solving initial value problems by residual power series method Theoretical Matheatics & Applications, vol.3, no.1, 13, 199-1 ISSN: 179-9687 (print), 179-979 (online) Scienpress Ltd, 13 Solving initial value probles by residual power series ethod Mohaed H. Al-Sadi

More information

CHARACTERIZING THE KINETICS OF HETEROGENEOUS EXO- THERMIC REACTIONS

CHARACTERIZING THE KINETICS OF HETEROGENEOUS EXO- THERMIC REACTIONS CHARACTERIZING THE KINETICS OF HETEROGENEOUS EXO- THERMIC REACTIONS Kathrin Bisup 1,HeioBothe 1, Günther Hessel, Günther Hulzer 1, Holger Kry, Wilfried Schitt, Nurelegne Tefera 1. Introduction In the pharaceutical

More information

Optimization of ripple filter for pencil beam scanning

Optimization of ripple filter for pencil beam scanning Nuclear Science and Techniques 24 (2013) 060404 Optiization of ripple filter for pencil bea scanning YANG Zhaoxia ZHANG Manzhou LI Deing * Shanghai Institute of Applied Physics, Chinese Acadey of Sciences,

More information

A Simple Regression Problem

A Simple Regression Problem A Siple Regression Proble R. M. Castro March 23, 2 In this brief note a siple regression proble will be introduced, illustrating clearly the bias-variance tradeoff. Let Y i f(x i ) + W i, i,..., n, where

More information

Statistical Mechanics of the Combinatorial Synthesis and Analysis of Folding Macromolecules

Statistical Mechanics of the Combinatorial Synthesis and Analysis of Folding Macromolecules J. Phys. Che. B 1997, 101, 8375-8389 8375 Statistical Mechanics of the Cobinatorial Synthesis and Analysis of Folding Macroolecules Jeffery G. Saven*, and Peter G. Wolynes School of Cheical Sciences, UniVersity

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

Chapter 2 General Properties of Radiation Detectors

Chapter 2 General Properties of Radiation Detectors Med Phys 4RA3, 4RB3/6R3 Radioisotopes and Radiation Methodology -1 Chapter General Properties of Radiation Detectors Ionizing radiation is ost coonly detected by the charge created when radiation interacts

More information

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009 Aerican Coposites Manufacturers Association January 15-17, 29 Tapa, FL USA Abstract THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS by Thore M. Klaveness, Reichhold AS In

More information

1 Statistics of volumes, swept by spheroidal particles, in a turbulent flow.

1 Statistics of volumes, swept by spheroidal particles, in a turbulent flow. 1 Statistics of volues, swept by spheroidal particles, in a turbulent flow. B. Grits*, M. Pinsky, and A. Khain Institute of Earth Science, The Hebrew University of Jerusale 1. INTRODUCTION Collisions between

More information

Molecular interactions in beams

Molecular interactions in beams Molecular interactions in beas notable advanceent in the experiental study of interolecular forces has coe fro the developent of olecular beas, which consist of a narrow bea of particles, all having the

More information

Probability Distributions

Probability Distributions Probability Distributions In Chapter, we ephasized the central role played by probability theory in the solution of pattern recognition probles. We turn now to an exploration of soe particular exaples

More information

Developed Correlations for Prediction of The Enthalpies of Saturated Vapor Liquid Coexisting Phases

Developed Correlations for Prediction of The Enthalpies of Saturated Vapor Liquid Coexisting Phases Nahrain University, College of Engineering Journal (NUCEJ) Vol.13 No.2, 2010 pp.116-128 Developed Correlations for Prediction of he Enthalpies of Saturated Vapor Liquid Coexisting Phases Mahoud Oar bdullah

More information

General Properties of Radiation Detectors Supplements

General Properties of Radiation Detectors Supplements Phys. 649: Nuclear Techniques Physics Departent Yarouk University Chapter 4: General Properties of Radiation Detectors Suppleents Dr. Nidal M. Ershaidat Overview Phys. 649: Nuclear Techniques Physics Departent

More information

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get:

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get: Equal Area Criterion.0 Developent of equal area criterion As in previous notes, all powers are in per-unit. I want to show you the equal area criterion a little differently than the book does it. Let s

More information

Kinetic Molecular Theory of. IGL is a purely empirical law - solely the

Kinetic Molecular Theory of. IGL is a purely empirical law - solely the Lecture -3. Kinetic Molecular Theory of Ideal Gases Last Lecture. IGL is a purely epirical law - solely the consequence of experiental obserations Explains the behaior of gases oer a liited range of conditions.

More information

Research in Area of Longevity of Sylphon Scraies

Research in Area of Longevity of Sylphon Scraies IOP Conference Series: Earth and Environental Science PAPER OPEN ACCESS Research in Area of Longevity of Sylphon Scraies To cite this article: Natalia Y Golovina and Svetlana Y Krivosheeva 2018 IOP Conf.

More information

Faraday's Law Warm Up

Faraday's Law Warm Up Faraday's Law-1 Faraday's Law War Up 1. Field lines of a peranent agnet For each peranent agnet in the diagra below draw several agnetic field lines (or a agnetic vector field if you prefer) corresponding

More information

Crystallization of Supercooled Liquid Elements Induced by Superclusters Containing Magic Atom Numbers Abstract: Keywords: 1.

Crystallization of Supercooled Liquid Elements Induced by Superclusters Containing Magic Atom Numbers Abstract: Keywords: 1. Crystallization of Supercooled Liquid Eleents Induced by Superclusters Containing Magic Ato Nubers Robert F. Tournier, CRETA /CNRS, Université Joseph Fourier, B.P. 166, 804 Grenoble cedex 09, France. E-ail:

More information

Supporting information for Self-assembly of multicomponent structures in and out of equilibrium

Supporting information for Self-assembly of multicomponent structures in and out of equilibrium Supporting inforation for Self-assebly of ulticoponent structures in and out of equilibriu Stephen Whitela 1, Rebecca Schulan 2, Lester Hedges 1 1 Molecular Foundry, Lawrence Berkeley National Laboratory,

More information

DETERMINATION OF ADSORTION LAYERS ON SILICON SORPTION ARTIFACTS USING MASS COMPARISON

DETERMINATION OF ADSORTION LAYERS ON SILICON SORPTION ARTIFACTS USING MASS COMPARISON DETERMINATION OF ADSORTION LAYERS ON SILICON SORPTION ARTIFACTS USING MASS COMPARISON Unurbileg Daraa 2 1, Jin Wan Chung 1 and Sungjun Lee 1, Seung Na Park 1* 1 Korea Research Institute of Standards and

More information

2. Electric Current. E.M.F. of a cell is defined as the maximum potential difference between the two electrodes of the

2. Electric Current. E.M.F. of a cell is defined as the maximum potential difference between the two electrodes of the 2. Electric Current The net flow of charges through a etallic wire constitutes an electric current. Do you know who carries current? Current carriers In solid - the electrons in outerost orbit carries

More information

Classical systems in equilibrium

Classical systems in equilibrium 35 Classical systes in equilibriu Ideal gas Distinguishable particles Here we assue that every particle can be labeled by an index i... and distinguished fro any other particle by its label if not by any

More information

Daniel López Gaxiola 1 Student View Jason M. Keith

Daniel López Gaxiola 1 Student View Jason M. Keith Suppleental Material for Transport Process and Separation Process Principles Chapter Principles of Moentu Transfer and Overall Balances In fuel cells, the fuel is usually in gas or liquid phase. Thus,

More information

(From the Gates Chemical Laboratory, California Institute of Technology, Pasadena.)

(From the Gates Chemical Laboratory, California Institute of Technology, Pasadena.) AMPHOTERIC BEHAVIOR OF COMPLEX SYSTEMS. IV. NOTE ON THE ISOELECTRIC POINT AND IONIZATION CONSTANTS OF SULFANILIC ACID,* BY ALLEN E. STEARN. (Fro the Gates Cheical Laboratory, California Institute of Technology,

More information

Colligative Properties of Helical Polyelectrolytes

Colligative Properties of Helical Polyelectrolytes Vol. 12, No. 3, May-June 1979 Colligative Properties of Helical Polyelectrolytes 515 Colligative Properties of Helical Polyelectrolytes Jeffrey Skolnick* Departent of Cheistry, Yale University, New Haven,

More information

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS *

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS * IJST, Transactions of Mechanical Engineering, Vol. 39, No. M1, pp 89-100 Printed in The Islaic Republic of Iran, 2015 Shira University DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS

More information

STUDY OF THE EFFECTIVE THERMAL CONDUCTIVITY OF NANOFLUIDS

STUDY OF THE EFFECTIVE THERMAL CONDUCTIVITY OF NANOFLUIDS Proceedings of IMECE25 25 ASME International Mechanical Engineering Congress and Exposition Noveber 5-, 25, Orlando, Florida, USA IMECE5-828 STUDY OF THE EFFECTIVE THERMAL CONDUCTIVITY OF NANOFLUIDS Ratnesh

More information

School of Chemistry, University of Nottingham, University Park, Nottingham, NG7 2RD, United Kingdom

School of Chemistry, University of Nottingham, University Park, Nottingham, NG7 2RD, United Kingdom pubs.acs.org/jpcb Calculation of Partition Functions and Free Energies of a Binary Mixture Using the Energy Partitioning Method: Application to Carbon Dioxide and Methane Haina Do,* Jonathan D. Hirst,

More information

Question 1. [14 Marks]

Question 1. [14 Marks] 6 Question 1. [14 Marks] R r T! A string is attached to the dru (radius r) of a spool (radius R) as shown in side and end views here. (A spool is device for storing string, thread etc.) A tension T is

More information

SPECTRUM sensing is a core concept of cognitive radio

SPECTRUM sensing is a core concept of cognitive radio World Acadey of Science, Engineering and Technology International Journal of Electronics and Counication Engineering Vol:6, o:2, 202 Efficient Detection Using Sequential Probability Ratio Test in Mobile

More information

Force and dynamics with a spring, analytic approach

Force and dynamics with a spring, analytic approach Force and dynaics with a spring, analytic approach It ay strie you as strange that the first force we will discuss will be that of a spring. It is not one of the four Universal forces and we don t use

More information

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Proc. of the IEEE/OES Seventh Working Conference on Current Measureent Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Belinda Lipa Codar Ocean Sensors 15 La Sandra Way, Portola Valley, CA 98 blipa@pogo.co

More information

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY?

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Kragujevac J. Sci. 3 (8) 3-44. UDC 53.35 3 COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Nebojša Danilović, Milan Kovačević and Vukota Babović Institute of Physics, Faculty of Science,

More information

A Mathematical Model of the Removal of Milk Protein Deposit

A Mathematical Model of the Removal of Milk Protein Deposit efereed Proceedings Heat Exchanger Fouling and Cleaning: Fundaentals and pplications Engineering Conferences International Year 2003 Matheatical Model of the eoval of Milk Protein Deposit Hong Xin The

More information

Chemistry 432 Problem Set 11 Spring 2018 Solutions

Chemistry 432 Problem Set 11 Spring 2018 Solutions 1. Show that for an ideal gas Cheistry 432 Proble Set 11 Spring 2018 Solutions P V 2 3 < KE > where is the average kinetic energy of the gas olecules. P 1 3 ρ v2 KE 1 2 v2 ρ N V P V 1 3 N v2 2 3 N

More information

Distillation. The Continuous Column. Learning Outcomes. Recap - VLE for Meth H 2 O. Gavin Duffy School of Electrical Engineering DIT Kevin Street

Distillation. The Continuous Column. Learning Outcomes. Recap - VLE for Meth H 2 O. Gavin Duffy School of Electrical Engineering DIT Kevin Street Distillation The Continuous Colun Gavin Duffy School of Electrical Engineering DIT Kevin Street Learning Outcoes After this lecture you should be able to.. Describe how continuous distillation works List

More information

CHEM 481 Assignment 3 Answers

CHEM 481 Assignment 3 Answers CHEM 481 Assignent Answers. In the standard notation of closest-packing of spheres, the letters A, B and C refer to close-packed layers. Which of the following sequences describe closest-packing in diensions,

More information

Role of rf electric and magnetic fields in heating of micro-protrusions in accelerating structures. Gregory S. Nusinovich and Thomas M. Antonsen, Jr.

Role of rf electric and magnetic fields in heating of micro-protrusions in accelerating structures. Gregory S. Nusinovich and Thomas M. Antonsen, Jr. Role of rf electric and agnetic fields in heating of icro-protrusions in accelerating structures. Gregory S. Nusinovich and Thoas M. Antonsen, Jr. Abstract It is known that high-gradient operation in etallic

More information

EXPLORING PHASE SPACES OF BIOMOLECULES WITH MONTE CARLO METHODS

EXPLORING PHASE SPACES OF BIOMOLECULES WITH MONTE CARLO METHODS Journal of Optoelectronics and Advanced Materials Vol. 7, o. 3, June 2005, p. 1563-1571 EXPLORIG PHASE SPACES OF BIOMOLECULES WITH MOTE CARLO METHODS A. Bu u * ational Institute for Research and Developent

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

EFFECT OF DIELECTRIC CONSTANT ON THE SOLVATION OF SODIUM CITRATE

EFFECT OF DIELECTRIC CONSTANT ON THE SOLVATION OF SODIUM CITRATE cadeic Sciences International Journal of Cheistry Research ISSN- 976-5689 Vol 3, Issue 2, 212 EFFECT OF DIELECTRIC CONSTNT ON THE SOLVTION OF SODIUM CITRTE Research rticle J ISHWR BHT a * ND M N MNJUNTH

More information

On the Diffusion Coefficient: The Einstein Relation and Beyond 3

On the Diffusion Coefficient: The Einstein Relation and Beyond 3 Stoch. Models, Vol. 19, No. 3, 2003, (383-405) Research Report No. 424, 2001, Dept. Theoret. Statist. Aarhus On the Diffusion Coefficient: The Einstein Relation and Beyond 3 GORAN PESKIR 33 We present

More information

Electrical Engineering 3BB3: Cellular Bioelectricity (2013) Solutions to Midterm Quiz #1

Electrical Engineering 3BB3: Cellular Bioelectricity (2013) Solutions to Midterm Quiz #1 Electrical Engineering 3BB3: Cellular Bioelectricity (2013) Solutions to Midter Quiz #1 1. In a typical excitable cell, the ion species with the ost positive Nernst equilibriu potential is: a. potassiu,

More information

Chapter 2: Introduction to Damping in Free and Forced Vibrations

Chapter 2: Introduction to Damping in Free and Forced Vibrations Chapter 2: Introduction to Daping in Free and Forced Vibrations This chapter ainly deals with the effect of daping in two conditions like free and forced excitation of echanical systes. Daping plays an

More information

1 Bounding the Margin

1 Bounding the Margin COS 511: Theoretical Machine Learning Lecturer: Rob Schapire Lecture #12 Scribe: Jian Min Si March 14, 2013 1 Bounding the Margin We are continuing the proof of a bound on the generalization error of AdaBoost

More information

ELEC NCERT. 1. Which cell will measure standard electrode potential of copper electrode? (g,0.1 bar) H + (aq.,1 M) Cu 2+ (aq.

ELEC NCERT. 1. Which cell will measure standard electrode potential of copper electrode? (g,0.1 bar) H + (aq.,1 M) Cu 2+ (aq. I. Multiple Choice Questions (Type-I) 1. Which cell will easure standard electrode potential of copper electrode? Pt (s) H 2 (g,0.1 bar) H + (aq.,1 M) Cu 2+ (aq.,1m) Cu Pt(s) H 2 (g, 1 bar) H + (aq.,1

More information

Electrical conductivity enhanced dielectric and piezoelectric properties of ferroelectric 0-3 composites

Electrical conductivity enhanced dielectric and piezoelectric properties of ferroelectric 0-3 composites JOURNAL OF APPLIED PHYSICS 97, 064111 2005 Electrical conductivity enhanced dielectric and piezoelectric properties of ferroelectric 0-3 coposites C. K. Wong a Departent of Applied Physics, he Hong Kong

More information