Colligative Properties of Helical Polyelectrolytes
|
|
- Lucinda Watkins
- 5 years ago
- Views:
Transcription
1 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, Connecticut Received May 26, 1978 ABSTRACT: In the context of a continuu odel, the excess electrostatic free energy, F, of helical charge distributions has been obtained..more specifically, we calculate F,,, of cy, DNA-like, and infinite pitch helical lines of charge ebedded on the surface of a low dielectric cylinder. The deviation of F,,, fro the uniforly charged cylinder value is evaluated as a function of screening length. The deviation is sall for DNA, saller for the a helix, and significant for the helix of infinite pitch. Moreover, eploying the ideas of Manning, the colligative properties of such polyelectrolyte solutions have been obtained. The deviation fro a line of charge in bulk solvent odel is sall at low salt concentration but becoes appreciable at higher ionic strengths. In a recent paper, hereafter designated paper 1, the Debye-Huckel equation was solved for the electrostatic interaction energy of point charges on the surface of a dielectric cylinder iersed in salt water; ajor deviations fro the interaction in bulk solvent were found. We then applied the analytical results to calculate that portion of the potential, As, of helical charge distributions which depends on salt concentration. For a and DNA-like helical charge distributions, the doinant contribution to A s is the potential characteristic of a uniforly charged cylinder. In toto, the treatent of paper 1 indicated the large and at ties surprising effect a low dielectric, salt-excluding cylinder can have on the electrostatic potential. The present work deals with the calculation of A@ and various colligative properties of a, DNA-like, and infinite pitch helical charge distributions. Our approach is in the spirit of Manning,2-4 and by analogy to siple electrolyte theory, the derived quantities have been designated extending Manning colligative properties. The reader is referred to paper 1 for a brief review of the 1iterature.l As a first approxiation, it sees reasonable to view the helical polyion as a thin helical line of charge ebedded on the surface of a low-dielectric, obile, ion-free cylinder. a helices are represented by a single helical line of charge; DNA-type double helices are odeled by two helical lines of charge 180 out of phase with each other. When the pitch of the helix is infinite, the helix becoes a line of charge ebedded on the surface of a low dielectric cylinder. Such a odel is perhaps appropriate for linear, nonhelical polyelectrolytes3 and is therefore exained. A quantity of priary interest is the difference in reversible work required to charge up a given charge distribution in the presence and absence of salt, F,,,,,,. The difference between the electrostatic free energy of a unifor charge distribution and the helical line is found to be rather sall for either the a helix or for DNA but increases with increasing pitch and increasing salt concentration. Possibly, the difference ight be significant for DNA at high salt concentrations. Although the dielectric cylinder exerts a drastic influence on the interaction between point charges, the effect has a different sign depending on whether the charges reside on the sae or opposite sides of the cylinder, and there appears to be a significant cancellation for a helical charge distribution. However, over a considerable range of ionic strengths, ajor deviations in FeXCeSS of the infinite pitch helix fro both a line and unifor charge odel are observed. As one would expect, the deviations becoe greater with increasing salt concentration. * Address correspondence to this author at Bell Laboratories, Murray Hill, New Jersey Since the deviations fro ideality of polyelectrolyte colligative properties can be related to (afexcess/ak)t,v, we deterine this quantity for the a helix, line of charge, and DNA double helix. In each case, we delineate the conditions under which the line of charge in bulk solvent is the appropriate liiting case and when corrections becoe necessary. Finally, we forulate extended Manning colligative properties for the osotic and activity coefficients of a helical, DNA-like helical, and infinite pitch helical polyelectrolytes. The Excess Electrostatic Free Energy and Colligative Properties of Helical Charge Distributions A. Description of the Model. In view of the quite large effect of a cylinder on the interaction between point charges on its surface,l especially at high salt concentration, we have exained the self-energy of helical distributions of charges. Specifically, one of the questions put in this section is whether the effect of varying salt concentration on the self energy differs between the helical array and a unifor charge distribution. The self energy is independent of the internal dielectric constant for the unifor distribution. Having isolated that portion of the self energy which depends on salt concentration, Fexcess, we then consider the influence of the helical charge distribution on the colligative properties of the polyelectrolyte solution. For a and DNA-like helical lines, our nuerical work indicates that the difference in electrostatic free energy between the helical and unifor distributions is rather sall. As Manning s liiting laws are easy to apply and represent a well-defined reference ~ tate,~-~ it sees worthwhile to exaine the predictions of Manning theory at finite salt concentration. Otherwise stated, we postulate the following at finite salt concentration: (I) If.$ > 1 counterions condense on the polyion to reduce E to one. Here, E = q2/d2kbtb, where q is the protonic charge, kb is Boltzann s constant, Tis the absolute teperature, b is the linear distance between charges in the configuration of axiu extension, and D2 is the bulk solution dielectric constant. A 1:l supporting electrolyte is assued to be present. (This is Manning s assuption D.)2 (11) We ay treat the uncondensed ions in the Debye-Huckel approxiation. (This is Manning s assuption E.)2 (111) We neglect interactions between different polyions in the calculation of colligative properties. (IV) The helical polyelectrolyte is assued to be infinitely long. (V) The helical polyelectrolyte is a salt-excluding, low-dielectric cylinder iersed in bulk solvent; the helical lines of charge reside on the surface. Plausible rationalizations for assuptions I and I1 are as follows: First and foreost, we wish to define a siple /79/ $01.00/ Aerican Cheical Society
2 516 Skolnick Macroolecules reference syste valid at finite salt concentration. Furtherore, in soe recent work, Manning4 quotes a wealth of experiental data that supports the plausibility of assuption (I). For exaple, H. Skielan, J. M. A. M. van der Hoeven, and J. C. Leyte5 perfored soe NMR studies on the sodiu salts of polyphosphate, polyacrylate, and poly(styrenesu1fonate) which indicate the existence of charge fractions, t-l, at siple salt concentrations over 0.1 M. In the sae paper, Manning4 eployed a discrete linear array of charges to calculate the electrostatic portion of the total free energy of the polyelectrolyte syste. At finite salt concentration, Cs, such a odel ay not be appropriate for a and DNA helices, hence a partial otivation of the present approach. Moreover, Bailey6 has sued the Mayer cycle diagras and has concluded that assuptions I and I1 are accurate for Cs Recently, Stigter7 has published a coparison of nuerical solutions of the nonlinear Poisson-Boltzann equation with Manning's counterion condensation theory. His work supports to soe extent the results of MacGillivray and Winkleand and MacGillivray9Jo on the zero salt liit validity of Manning's theory. However, at finite salt and especially for E > 1, significant differences in the surface potential fro predictions of counterion condensation theory are apparent. Clearly, work reains to be done to reconcile the differences between the Poisson-Boltzann equation and counterion condensation approaches. As charge screening increases with an increase in supporting electrolyte concentration, the neglect of POlyion-polyion interactions, assuption 111, should becoe a better approxiation at finite salt concentration. In the case of cy helical and DNA-like helical polyelectrolytes, the infinite length approxiation iproves with increasing Cs. If the range of the electrostatic interaction is sall relative to the length of a rodlike region, the neglect of end effects is valid. As both cy helices and DNA have very large intrinsic persistence lengths, assuption IV is quite reasonable. When considering linear polyions (e.g., carboxyethylcellulose) that are approxiated as infinite pitch helices, care should be taken to insure the above criterion is et.l' We conclude this section with a brief exaination of assuption V. A priary purpose of this work is the investigation of the effect of a dielectric discontinuity on helical polyelectrolyte colligative properties. Hence, we have arbitrarily chosen the cylinder dielectric constant Dl as 2; the bulk solvent dielectric constant, D2, was taken to be 80. Moreover, we have placed the line of charge on the surface of the dielectric cylinder. Based on the work of Bailey,12 we observe that the actual location of the charge (in or on the cylinder) is uniportant in the deterination of FeXce,, for a and DNA-like helical distributions. However, in the case of the infinite pitch helix,13 whether the charge resides on or is ebedded in the cylinder is significant. As the line of charge is placed closer to the center of the low dielectric region, those ters which represent the angular asyetry in the potential becoe ~niportant.'~ Consequently, the proposed infinite pitch helical odel ay be appropriate for those polyelectrolytes with large backbone radii, e.g., carboxyethylcellulose, but is perhaps unrealistic for sall cylinder radii olecules such as poly(acry1ic acid). B. Calculation of FeXCeSS and Soe Colligative Properties. Let the jth charge in a helical array be located at z, in the cylindrical polar coordinates (z,,a,o') = r'. Here, 0' = 2nz,/p and the pitch of the helix is p. For an a helix, pia is about 0.68 and for a DNA-like helix, Pia is about When the pitch is infinite, the helix becoes a line of charges parallel to the cylinder axis. In paper 1 we solved the linearized Poisson-Boltzann equation for the potential of a point charge on the surface of a obile ion-free, low-dielectric cylinder. Whereupon, the potential \kt arising fro the interaction of two charges on the surface of the cylinder and a distance z apart15 (with respect to the principal axis) is given fro paper 1 (eq 2.11) by 2q \k - -{H, + 2 E H, cos n($ - e')) (la) - ZT H, = z l dlh, cos (k) 0 (1b) The I, and K, are odified Bessel functions of the first and second kind.' The prie denotes the derivative with respect to the arguent. Furtherore, a is the radius of the dielectric cylinder and X2 = l2 + K ~ where, K - ~ is the Debye screening length: n, nuber of ions of species i per c3 and u, is the valence of the ith ion. The potential \I, at a given charge in the helical array is defined as the su of the pairwise interactions \kt 9 = C*T(K,Zj) (2) J The sus could be handled straightforwardly with the aid of ethods presented in paper 1. It would be substantially easier if the sus could be converted to integrals; we shall odify eq 2 to perit this siplification. Before considering the continuu liit of eq 2, we note that corrections arising fro the discrete nature of the charge distribution are expected when Kb is on the order of unity. For a DNA helix, the discreteness of the distribution becoes iportant when Ka N 5.88 or Cs = Cs is the olar concentration of siple salt. These observations are confired by Bailey;12 Bailey considered a discrete charge representation of DNA and found for Cs up to 1.1 M (Ka = 3.3 and Kb = 0.6) only sall, salt-independent corrections to the uniforly charged cylinder surface potential. As we are interested in that part of \k which depends on salt concentration, the continuu liit of eq 2 should be a valid representation of the physics for Ka 5 2. As written, conversion to an integral would give the potential acting on a charge in a continuous helix, and this potential is infinite. We, therefore, add and subtract a coparison potential for vanishing salt concentration and write \k = A\k + \ko (3) = E\k'TO(O,z,) (4) J = C[*T(K,Z]) - 'kto(o,z~)l (5) J If \ko were defined as the potential \k evaluated at K = 0, the suand in eq 5 would be finite at z = 0 but would diverge for large z,, whereupon the desired integral over z could not be extended to infinity. Consequently, qo is defined as the potential for K = 0 inus the potential of a uniforly charged cylinder at K = 0. The subtraction is identical to an oission of the n = 0 ter in eq la (the n = 0 ter is proportional to -In a). We thus arrive at a
3 Vol. 12, No. 3, May-June 1979 Colligative Properties of Helical Polyelectrolytes 517 Table Ia 4nAhn /n , , , a Cn Ah, as a function of n and Ka for an 01 helix, pia = 0.68, D, = 2, D, = 80. definition of A\k which perits replaceent of the su by an infinite integral. As the reference potential, 'ko, is independent of salt concentration, A\k separates naturally into the potential of a unifor charge distribution and corrections that depend on the pitch. Eploying eq la in eq 4 and in the continuous liit, we find P + A+ = - C s 7T n=- - dls - dz(hn - hno) exp[i(lz + n4)l (64 Here P is the charge per unit length of axis, and 4 = 8 + 2az/p (6b) We have included a phase shift 8 to incorporate the effect of the double stripe of charges in DNA. If 8 = 0, the z = 0 ter should be oitted; if 8 = 180, all charges are included in the su. Recognizing a delta function in eq 6a, we have 6(y) = (27r-l Jl dz exp[zyl A'k = 2P(ho Ah,, cos ne) (74 Ah,, = h,,(2an/p) - hn0(2rn/p), n L 1 (7b) ho = Ko(KU)/D2KaKl(Ka) (7c) Here, the displayed arguent of h, is the value of 1. A superscript zero iplies K = 0, and its absence indicates that the actual value of K should be used. In the calculation of colligative properties, the quantity of interest is the difference in reversible work done in charging up a helical distribution of charge in the presence and absence of salt, Fercess, and is related to A'k by , E , , of radius a. The second class of ters contains corrections to the excess free energy due to differences in the helical charge distribution fro a unifor one. When the pitch p goes to zero, all 4hn = 0 and we recover the uniforly charged cylinder result. The colligative properties of the polyelectrolyte solution can be related to (af5xcess/a~)t,v2 The first ter, proportional to -1, arises fro the interaction of a line of charge iersed in bulk solvent with the obile ions. The second ter, proportional to K,2(KU)/K12(KU), contains corrections to (afexcess/a~)~,~, resulting fro the fact the helix is wrapped around a salt-excluding cylinder. For a fixed value of K, it is an increasing function of KU. Increasing KU gives rise to a larger excluded salt effect and a concoitant increase in FexceSs. The third class of ters are the corrections to F,,,, due to the difference in the helical distribution fro a unifor one. Included in d;'excess = 2P2L C Ah,, cos n8,,fexcess are the effects of obile ion screening. Hence, d;'ex,,ss should be a decreasing function of KU. In the cy helical case, a = 7.5 A, p = 5.1 A, and 8 = 0'. The required values of h, are easily coputed fro eq IC. Consultation of Table I readily verifies that to an excellent approxiation Substitution of eq 7a into eq 8 and integration over z gives Fexcess Fexcess = E( + 2D2 C Ahn cos n8 Dz KCZKi(KU) The first ter on the right-hand side of eq 9 is the excess electrostatic free energy of a uniforly charged cylinder and
4 518 Skolnick Table IIa p- t 2 ~ i~line - excess VS. Ka Ka unifor cylinder e = 0" o a For a helix of infinite pitch, D,, the solvent dielectric constant was taken to be 80. D,, the cylinder dielectric constant, was assued to be 2. Macroolecules o KA Figure 1. The triangles give the value of -Ca(Ka) as a function of KCL, if the a helix were a line of charge in bulk solvent. The stars give the value of -Ca(Ka) fro eq 12 and incorporate the salt excluding backbone effect into the colligative properties. p = 5.1 A and a = 7.5 A. I I 1 Thus, for a continuous cy helical distribution of charge, the excess electrostatic free energy is well approxiated by that of a uniforly charged cylinder. Moreover, it is only in the liit that Ka - 0 that the helical distribution appears as a line of charge. In Figure 1, we plot -C"(KU) as a function of Ka, where If KU or Cs I 3.7 X M, we predict experientally observable (greater than 5%) deviations in the colligative properties of cy helices fro a line of charge in the bulk solvent odel. If pitch is set equal to infinity, the helix reduces to a line of charge ebedded on the surface of a low-dielectric, salt-excluding cylinder. This odel ay be relevant to linear, nonhelical polyelectrolytes such as carboxyethylcellulose. Taking the liit of Ahn in eq 7b as the arguent of h, goes to zero, i.e., the pitch, p, becoes infinite, it follows that12 where Ah,line = o K A Figure 2. The stars give -Che(Ka), defined in eq 15, as a function of Ka for a line of charge ebedded on the surface of a low dielectric, D1 = 2, cylinder; -1, the triangles, is the value if the line of charge were iersed in bulk solvent. The circles denote the uniforly charged cylinder contribution to -CIine(~a). Table 111" a vs. Cs ax a, A Csax, ol/l a a vs. the axiu salt concentration line of charge in bulk solvent adequately (within 5%) predicts the colli. gative properties of a helix of infinite pitch. (aft;:ess/a~)t,v has been calculated. Taking the derivative of F!::ess with respect to K we have -p2l Cline( KU) (14) where As previously, the first ter on the right-hand side of eq 13a is the free energy associated with the reversible work done in charging up a uniforly charged cylinder. The second class of ters appears due to the angular asyetry in the lines of flux induced by the presence of the low-dielectric, obile, ion-free cylinder. In Table 11, we as a function of Ka; discussion of the results is deferred until after (15) In Figure 2 we plot -Cline(,u) as a function of Ka. As expected, when KU << 1, the doinant contribution to (df!;:ess/a~)t,v arises fro the line of charge in the bulk solvent odel. Provided that the cylinder's radius is very
5 Vol. 12, No. 3, May-June 1979 Table IVa unifor av of e + n, KO cylinder 0 = 0 e = n i.e., A ~DNA a For a DNA-like helix pia = 3.45, D, = 2, D, = 80. sall relative to K, the obile ions essentially interact with a line of charge with a slight perturbation caused by the dielectric cylinder. However, when KU , there should be easurable deviations in -Che(~u) fro a line of charge in bulk solvent odel. In Table 111, we present the axiu salt concentration vs. cylinder radius for which the line of charge odel in bulk solvent adequately characterizes the colligative properties of an infinite pitch helix. Note that -C*lne(~a) is a decreasing function of KU for a fixed value of K. This ay perhaps be rationalized by a qualitative argueent analogous to that for the two point charges (see the discussion at the close of section I1 in paper 1). First of all., it is those ters which reflect the angular asyetry in the potential, a( 5 Ah,line) 2D2( '=' a In K ) that doinate the difference in (af~~~ess/ak)t,v fro -1. (The line of charge in bulk solvent results.) As previously, we argue that the lines of flux will tend to avoid the cylinder, the avoidance increasing with increasing KU. Whereupon, over a region of space opposite the line of charge (0 = 180 ), there is a decreased flux density fro both the spreading of the lines of flux and their terination on counterions. Conversely, in that portion of space near (0 = 0') the line of charge, there is an increase in flux density vis-h-vis the absence of the dielectric cylinder. With respect to the line of charge in bulk solvent, the net effect appears to be a decrease in the excess reversible work required to charge up a helix of infinite pitch. Thus, the excess reversible work decreases with increasing angular asyetry, i.e., increasing KU. One further note is necessary: the qualitative conclusions of the infinite pitch helix result should hold for all D1 << D2; this calculation points out the qualitative iportance of the low dielectric effect on the colligative properties. We continue this section with an exaination of the colligative properties of a DNA-type double helix. The charge distribution is odeled as two helical lines of charge, 180 out of phase with respect to each other. The lines of charge lie on the surface of a low-dielectric, T, V Colligative Properties of Helical Polyelectrolytes 5 19 O' i I I I I o KA Figure 3. The circles give -CDNA(), defined by eq 18b, as a function of ~ a The. squares represent the uniforly charged cylinder contribution to -CDNA(); -1, the triangles, is the value for a line of charge in bulk solvent. p/a = salt-excluding cylinder. Thus, by eq 7a and by adding the potential of the two helical lines 4qDNA = 2P(h0 + 2CAhnDNA(1 + COS (n~))] (164 P is the charge density per unit length of axis; in DNA the unit length of the axis is 1.7 A. Clearly, only the even n contribute to the su in eq 16a. Hence, 4qDNA = 2P{h AhpnDNA] (16b) We have coputed the ah2, fro eq 7b. The corrections to the unifor charge distribution are extreely sall for KU < 1.0 as a brief consultation of Table IV will verify. Inserting eq 16b into eq 8 gives FFZ',A,, = "( + 4D22 AhZnDNA D2 KUK~(KU) Hence, where nu, - I I K12(~a) (18b) In Figure 3 we plot -CDNA(~a) as a function of KU. Whenever KU or Cs L 2 X M for DNA, appreciable corrections to the colligative properties of a line of charge odel are necessary. If KU I 0.5, we find a contribution to CDNA(~u) due to deviations in the double helical charge distribution fro cylindrical syetry. Such effects are to be expected when the screening length is of the order of the pitch or saller. Furtherore, corrections to cylindrical syetry ust also depend on the ratio of' the pitch to the cylindrical radius. That is, for fixed KP whether or not the charge distribution appears unifor depends on how tightly wound the helical lines are. In the case of DNA double helix, P/a is 3.45 and KP = 1 when KU = 0.3. Thus, corrections to the unifor charge result arise in CDNA(~a). On the other hand, an cr helix has a pitch to radius ratio of 0.68, and KP = 1 when KU = 1.5. It is therefore not surprising that for KU < 2 corrections
6 520 Skolnick Macroolecules to the unifor charge distribution are negligible in the a-helical case. This section is concluded with a brief presentation of soe corrected colligative properties for cy-helical and DNA-type double helical charge distributions. We shall eploy Manning s notation2 and assue only onovalent obile ions are present. Define f = $ {DzkBTb)- b is the linear spacing of the charges along the principal axis. When f < 1, the activity coefficients yi of the obile ions are2 Here 2 equal to 1 refers to counterion and 2 to coion; ni is the nuber density of obile ions of species i, and 6 = cy, line, or DNA refers to the cy helix, line of charge on the dielectric cylinder, and DNA double helical polyelectrolytes, respectively. Now, Consequently, we can write if f < I -f(x)(x + 2)-1 In yi = C6(KU) (19c) 2 Here C%a) is given by eq 12, Cline(,u) is given by eq 15, and CDNA(~a) is obtained fro eq 18b. X is the ratio of the concentration of counterions fro the polyelectrolyte, ne, to the concentration of counterions fro the siple salt, n,. The ean activity coefficient y*6 is: 1n Y*6 = Y *b Y1 + ln Yzl (204 The osotic coefficient $* is related to the ean activity coefficient in the Deybe-Huckel approxiation by2 Eploying eq 20b, we have $* = 1 + In yi* 4 < 1 (214 fx(x + 2)- (21b) 2 In the liit that ns - 0, X - and C*(KU) Denoting the salt-free osotic coefficient by $p6, we have $p6 = 1 - f/2 f < 1 (22) in agreeent with Manning. For f > 1, we proceed in an identical fashion as Manning does to find ( -lx ex.[ -E- XC (K U)] + f >1 (23a) y16 = (X + 1) 2(f- X + 2) 4xn2 (244 $p6 = (2f)- f > 1 (24b) A word of explanation with regards to eq 23a through eq 24b is appropriate. One of the referees has correctly observed that at high salt, e\k/kbt becoes sall and for f > 1 the Poisson-Boltzann equation can be linearized; i.e., condensation ust actually disappear if the Poisson-Boltzann description is correct. On the other hand, there is both theoretical12 and experiental evidence4 which indicates Manning theory predictions for the condensed charge fraction ay be correct to at least 1.0 M. Thus, we regard eq 23a through eq 24b as a logical theoretical extension of Manning s original work; the equations deonstrate, within the context of a counterion condensation odel, the influence of finite cylinder size and dielectric discontinuity on polyelectrolyte colligative properties. By analogy to siple electrolyte theory, it sees appropriate to designate equations 19c through 24b as extended Manning colligative properties. It follows fro eq 21b, 22, and 24a,b that the so-called additivity + 272,) = 4p6ne + 2n, (25) holds only in the liit that KU - 0, i.e., C*(KU) - 1. This conclusion casts further doubt on the interpretation of eq 25 which states that a fraction (1- &) of the counterions fro the polyelectrolyte salt are bound to the polyion. Strictly speaking eq 25 is valid for helical polyelectrolytes when they appear as a line of charge, in other words at infinite dilution. However, as a atter of practical application, eq 25 is a useful approxiation whenever KU I Additional Observations We conclude our discussion with several observations on Manning s counterion condensation theory. In his investigations, Manning replaces the actual flexible, linear polyelectrolyte by an infinitely thin line of charge. To the uninitiated and perhaps naive, ignoring the influence of the cylinder on the excess electrostatic free energy sees to be an approxiation of questionable validity. Such a query provided part of the original otivation for this work. We therefore exained the colligative properties of helical polyelectrolytes and found when Ka L 0.15 a line of charge odel is inadequate. On the other hand, when the screening length is large relative to a, the helical polyion appears as a line of charge and Manning s original treatent is appropriate. Consequently, we forulated a series of extended Manning colligative properties for all values of Ka I 2. Acknowledgent. The author would like to thank Marshall Fixan for invaluable assistance and stiulating discussions throughout the course of this work. This work was supported in part by N.I.H. Grant GM References and Notes (1) J. Skolnick and M. Fixan, Macroolecules, 11, 867 (1978). (2) G. Manning, J. Che. Phys., 51, 924, 3249 (1969). (3) G. Manning and A. Holtzer, J. Phys. Che., 77, 2206 (1973). (4) G. Manning, Biophys. Che., 7, 95 (1977). (5) H. S. Kielan, J. M. A. M. van der Hoeven, and J. C. Leyte, Biophys. Che., 4, 103 (1976), and references therein. (6) J. M. Bailey, Biopolyers, 12, 1705 (1973).
7 Vol. 12, No. 3, May-,June 1979 Viscosity of Branched PDMS 521 (7) D. Stigter, J. Ph3.s. Chern., 82, 1602 (1978). (8) A. D. MacGillivray and 3. J. Winkleann, J. Che. Phys., 45, 2184 (1966). (9) A. D. MacGillivray, J. Che. Phys., 56, 80, 83 (1972). (10) A. D. MacGillivray, J. Chern. Phys., 57, 4071, 4075 (1972). (11) J. Skolnick, Ph.D. Thesis, Yale University, (12) J. M. Bailey, Biopolyers, 12, 559 (1973). (13) We are indebted to referee nuber two for pointing out the liitations of the infinite pitch helix odel. (14) D. Soupasis, J. (:he. Phys., 69, 3190 (1978). (15) We are grateful to a referee for supplying an additional reference to F. E. Karasz and T. L. Hill, Arch. Bioche. Biophys., 97, 505 (1962). Karasz and Hill derive the interaction between two point charges located inside a salt-excluding dielectric cylinder which has been placed in bulk salt solution. 0, given in eq la, is a liiting case of their treatent. As indicated previously,'j1 when the point charges are brought fro within to on the dielectric cylinder, the contribution of those ters which reflect the distortion of the lines of flux due to a dielectric discontinuity becoes iportant. Structure and Viscosity of Poly(diethylsi1oxanes) with Rando Branches Enrique M. Valles and Christopher W. Macosko* Departent of Cheical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota Received May 17, 1978 ABSTRACT: Viscosity rise and extent of reaction were followed during the stepwise polyerization of vinyl-terinated poly(diethylsi1oxane) with tri- and tetrafunctional hydrosilanes. Gel point results and M, data by light scattering agree with predictions fro branching theory. This indicates that the influence of side reactions, substitution effects, and ring foration is sall. The bulk viscosity of the branched olecules was found to correlate with the weight average olecular weight of the longest linear chain through the olecules, ML,w, and with gm,, where g is the ratio of hranched to linear polyer radii of gyration. A ajor area of study of the physics of polyer science is the one concerned with the relations between easurable viscoelastic properties and olecular paraeters. One of the best known relations in this area is the one that correlates the zero shear rate viscosity of polyer elts to their average olecular weight. If the polyer is linear, 90 = KM," with a = 3.4 for M, > M, and a for M, < M,, where K is a teperature-dependent constant, qo is the zero shear rate viscosity, M, is the weight averagi, = olecular weight, and M, is the critical olecular weight beyond which the influence of entangleents begins to be iportant. Equation 1 applies to all coon polyers, both in bulk and in concentrated solution.' For branched systes the relation between qo and the olecular paraeters is not so well established. The introduction of a few long branches sees to decrease the viscosity of the polyer if it is copared with the linear polyer of the sae olecular weight.2-7 However, when the branches are long enough to for any entangleents, the viscosity of the branched syste is higher than that of the linear polyer of the sae olecular Graessley" has recently reviewed the effect of long branches on qo for odel branched aterials, four- and six-ar star olecules. He finds a good correlation fix the viscosity data with where a = 3.4, the sae as for the linear case, and g is the ratio of the squares of the radii of gyration of a branched to the linear chain of the sae M,, sb2/s?. Thus g I 1 and decreases with increased branching. Graessley finds that eq 2 holds up to gkl, = 2 x lo5. At higher gm, values, presuably when thle branches entangle, qo rises even ore steeply for these branched polyers as has been observed in other systes.s-'o Randoly branched olecules, rather than regular stars, /79/ $01.00/0 C Table I Reactants B, ViPhCH,SiO(Si(CH,),O), ' 2.21 B,' SiCH,PhVi ViPhCH,SiO(Si(CH, j20)n- SiCH,PhVi 33400' 2.60 A, (HSi(CH,),O),Si 329 A, (HSi(CH,),O),SiPh 330 A, H(CH,),SiOSi(CH,),H 134 ' By vinyl titration (ref 14); average of six titrations ranging fro to ' Sae as a with three titrations ranging fro to Reactant identification. are the type which occur in ost coercial polyerizations. However, their structure, and thus g, is difficult to deterine. By step-reaction polyerization a randoly branched syste of known structure can be obtained using a polyfunctional coonoer. In this work we have studied the viscosity rise during polyerization of a well-defined syste coposed of long olecules of bifunctional poly(diethylsi1oxane) with reactive groups at their ends and sall trifunctional and tetrafunctional olecules. First we describe this polyerization syste and our experiental ethods. Then we use the branching theory to relate the viscosity rise data to the changing structure of the reacting syste. Experiental Section The Cheical Syste. Polyerization between long olecules of end-vinyl-substituted poly(diethylsi1oxane) and silanes of three different functionalities were studied. A coplete listing of the cheicals used, together with their average olecular weights and olecular weight distributions, is given in Table I. As an exaple, the reaction between the vinyl-terinated Aerican Cheical Society
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 informationModel 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 informationMeasuring 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 informationP (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 informationKinetic 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 information2 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 informationSpine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area
Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular
More informationKinetic 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 informationAn 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 informationReading 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 informationKinetic 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 informationProc. 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 informationOcean 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 informationPHY 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 informationPhysics 139B Solutions to Homework Set 3 Fall 2009
Physics 139B Solutions to Hoework Set 3 Fall 009 1. Consider a particle of ass attached to a rigid assless rod of fixed length R whose other end is fixed at the origin. The rod is free to rotate about
More informationAP 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 informationSupplemental Material for Correlation between Length and Tilt of Lipid Tails
Suppleental Material for Correlation between Length and Tilt of Lipid Tails Ditry I. Kopelevich and John F. Nagle I. RESULTS FOR ALTERNATIVE DIRECTOR DEFINITIONS A. Alternative Director Definitions The
More informationKinetic 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 informationma x = -bv x + F rod.
Notes on Dynaical Systes Dynaics is the study of change. The priary ingredients of a dynaical syste are its state and its rule of change (also soeties called the dynaic). Dynaical systes can be continuous
More informationNonuniqueness of canonical ensemble theory. arising from microcanonical basis
onuniueness of canonical enseble theory arising fro icrocanonical basis arxiv:uant-ph/99097 v2 25 Oct 2000 Suiyoshi Abe and A. K. Rajagopal 2 College of Science and Technology, ihon University, Funabashi,
More informationRole 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 informationOBJECTIVES INTRODUCTION
M7 Chapter 3 Section 1 OBJECTIVES Suarize data using easures of central tendency, such as the ean, edian, ode, and idrange. Describe data using the easures of variation, such as the range, variance, and
More information3.8 Three Types of Convergence
3.8 Three Types of Convergence 3.8 Three Types of Convergence 93 Suppose that we are given a sequence functions {f k } k N on a set X and another function f on X. What does it ean for f k to converge to
More informationSupplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators
Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical
More informationNB1140: Physics 1A - Classical mechanics and Thermodynamics Problem set 2 - Forces and energy Week 2: November 2016
NB1140: Physics 1A - Classical echanics and Therodynaics Proble set 2 - Forces and energy Week 2: 21-25 Noveber 2016 Proble 1. Why force is transitted uniforly through a assless string, a assless spring,
More informationBlock 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 informationExperimental 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 informationGAUTENG 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 informationGeneral 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 informationExample A1: Preparation of a Calibration Standard
Suary Goal A calibration standard is prepared fro a high purity etal (cadiu) with a concentration of ca.1000 g l -1. Measureent procedure The surface of the high purity etal is cleaned to reove any etal-oxide
More informationPhysically Based Modeling CS Notes Spring 1997 Particle Collision and Contact
Physically Based Modeling CS 15-863 Notes Spring 1997 Particle Collision and Contact 1 Collisions with Springs Suppose we wanted to ipleent a particle siulator with a floor : a solid horizontal plane which
More information26 Impulse and Momentum
6 Ipulse and Moentu First, a Few More Words on Work and Energy, for Coparison Purposes Iagine a gigantic air hockey table with a whole bunch of pucks of various asses, none of which experiences any friction
More informationFigure 1: Equivalent electric (RC) circuit of a neurons membrane
Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of
More informationA proposal for a First-Citation-Speed-Index Link Peer-reviewed author version
A proposal for a First-Citation-Speed-Index Link Peer-reviewed author version Made available by Hasselt University Library in Docuent Server@UHasselt Reference (Published version): EGGHE, Leo; Bornann,
More informationBiostatistics Department Technical Report
Biostatistics Departent Technical Report BST006-00 Estiation of Prevalence by Pool Screening With Equal Sized Pools and a egative Binoial Sapling Model Charles R. Katholi, Ph.D. Eeritus Professor Departent
More informationChapter 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 informationScattering 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 informationCelal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere
Celal S. Konor Release. (identical to.0) 3/2/08 -Hybrid isentropic-siga vertical coordinate governing equations in the free atosphere This section describes the equations in the free atosphere of the odel.
More informationA 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 informationlecture 36: Linear Multistep Mehods: Zero Stability
95 lecture 36: Linear Multistep Mehods: Zero Stability 5.6 Linear ultistep ethods: zero stability Does consistency iply convergence for linear ultistep ethods? This is always the case for one-step ethods,
More informationLecture #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 informationOptical 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 informationSupporting 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 informationarxiv: v1 [cond-mat.stat-mech] 22 Dec 2017
Notes on the Hybrid Monte Carlo Method arxiv:1712.08278v1 [cond-at.stat-ech] 22 Dec 2017 Jerey C. Paler, 1, Air Haji-Akbari, 2, Rakesh S. Singh, 2 Fausto Martelli, 3 Roberto Car, 3 Athanassios Z. Panagiotopoulos,
More informationA method to determine relative stroke detection efficiencies from multiplicity distributions
A ethod to deterine relative stroke detection eiciencies ro ultiplicity distributions Schulz W. and Cuins K. 2. Austrian Lightning Detection and Inoration Syste (ALDIS), Kahlenberger Str.2A, 90 Vienna,
More informationInteractive Markov Models of Evolutionary Algorithms
Cleveland State University EngagedScholarship@CSU Electrical Engineering & Coputer Science Faculty Publications Electrical Engineering & Coputer Science Departent 2015 Interactive Markov Models of Evolutionary
More informationThe Wilson Model of Cortical Neurons Richard B. Wells
The Wilson Model of Cortical Neurons Richard B. Wells I. Refineents on the odgkin-uxley Model The years since odgkin s and uxley s pioneering work have produced a nuber of derivative odgkin-uxley-like
More informationRecommended 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 informationSynchronization in large directed networks of coupled phase oscillators
CHAOS 16, 015107 2005 Synchronization in large directed networks of coupled phase oscillators Juan G. Restrepo a Institute for Research in Electronics and Applied Physics, University of Maryland, College
More informationEffective zero-thickness model for a conductive membrane driven by an electric field
Effective zero-thickness odel for a conductive ebrane driven by an electric field Falko Ziebert, 1 Martin Z. Bazant, and David Lacoste 1 1 Laboratoire de Physico-Chiie Théorique, UMR CNRS Gulliver 783,
More informationQuantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search
Quantu algoriths (CO 781, Winter 2008) Prof Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search ow we begin to discuss applications of quantu walks to search algoriths
More informationNon-Parametric Non-Line-of-Sight Identification 1
Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,
More informationKINETIC 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 informationName: Partner(s): Date: Angular Momentum
Nae: Partner(s): Date: Angular Moentu 1. Purpose: In this lab, you will use the principle of conservation of angular oentu to easure the oent of inertia of various objects. Additionally, you develop a
More informationChaotic Coupled Map Lattices
Chaotic Coupled Map Lattices Author: Dustin Keys Advisors: Dr. Robert Indik, Dr. Kevin Lin 1 Introduction When a syste of chaotic aps is coupled in a way that allows the to share inforation about each
More information16 Independence Definitions Potential Pitfall Alternative Formulation. mcs-ftl 2010/9/8 0:40 page 431 #437
cs-ftl 010/9/8 0:40 page 431 #437 16 Independence 16.1 efinitions Suppose that we flip two fair coins siultaneously on opposite sides of a roo. Intuitively, the way one coin lands does not affect the way
More informationNumerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term
Nuerical Studies of a Nonlinear Heat Equation with Square Root Reaction Ter Ron Bucire, 1 Karl McMurtry, 1 Ronald E. Micens 2 1 Matheatics Departent, Occidental College, Los Angeles, California 90041 2
More informationOn random Boolean threshold networks
On rando Boolean threshold networs Reinhard Hecel, Steffen Schober and Martin Bossert Institute of Telecounications and Applied Inforation Theory Ul University Albert-Einstein-Allee 43, 89081Ul, Gerany
More informationentropy ISSN by MDPI
Entropy, 007, 9, 118-131 Full Research Paper entropy ISSN 1099-4300 007 by MDPI www.dpi.org/entropy On Darcy-Brinkan Equation: Viscous Flow Between Two Parallel Plates Packed with Regular Square Arrays
More informationDispersion. 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 informationThe Weierstrass Approximation Theorem
36 The Weierstrass Approxiation Theore Recall that the fundaental idea underlying the construction of the real nubers is approxiation by the sipler rational nubers. Firstly, nubers are often deterined
More information12 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 informationIII.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 informationI 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 informationChapter 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 informationCOS 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 informationA Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair
Proceedings of the 6th SEAS International Conference on Siulation, Modelling and Optiization, Lisbon, Portugal, Septeber -4, 006 0 A Siplified Analytical Approach for Efficiency Evaluation of the eaving
More informationDESIGN 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 informationExtension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels
Extension of CSRSM for the Paraetric Study of the Face Stability of Pressurized Tunnels Guilhe Mollon 1, Daniel Dias 2, and Abdul-Haid Soubra 3, M.ASCE 1 LGCIE, INSA Lyon, Université de Lyon, Doaine scientifique
More informationDetermination of Relaxation and Retardation Spectrum from Modulus of Complex Frequency-Domain Material functions
Deterination of Relaxation and Retardation Spectru fro Modulus of Coplex Frequency-Doain Material functions VAIRIS SHTRAUSS, ALDIS KALPINSH Institute of Polyer Mechanics University of Latvia 3 Aizkraukles
More informationA note on the multiplication of sparse matrices
Cent. Eur. J. Cop. Sci. 41) 2014 1-11 DOI: 10.2478/s13537-014-0201-x Central European Journal of Coputer Science A note on the ultiplication of sparse atrices Research Article Keivan Borna 12, Sohrab Aboozarkhani
More informationIn this chapter, we consider several graph-theoretic and probabilistic models
THREE ONE GRAPH-THEORETIC AND STATISTICAL MODELS 3.1 INTRODUCTION In this chapter, we consider several graph-theoretic and probabilistic odels for a social network, which we do under different assuptions
More informationSupport Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization
Recent Researches in Coputer Science Support Vector Machine Classification of Uncertain and Ibalanced data using Robust Optiization RAGHAV PAT, THEODORE B. TRAFALIS, KASH BARKER School of Industrial Engineering
More informationResearch Article Rapidly-Converging Series Representations of a Mutual-Information Integral
International Scholarly Research Network ISRN Counications and Networking Volue 11, Article ID 5465, 6 pages doi:1.54/11/5465 Research Article Rapidly-Converging Series Representations of a Mutual-Inforation
More informationE0 370 Statistical Learning Theory Lecture 6 (Aug 30, 2011) Margin Analysis
E0 370 tatistical Learning Theory Lecture 6 (Aug 30, 20) Margin Analysis Lecturer: hivani Agarwal cribe: Narasihan R Introduction In the last few lectures we have seen how to obtain high confidence bounds
More information2. 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 informationNuclear Instruments and Methods in Physics Research B 262 (2007)
Nuclear Instruents and Methods in Physics Research B 262 (27) 33 322 NIM B Bea Interactions with Materials & Atos www.elsevier.co/locate/ni Peak shape ethods for general order theroluinescence glow-peaks:
More informationUSEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta
1 USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS By: Ian Bloland, Augustana Capus, University of Alberta For: Physics Olypiad Weeend, April 6, 008, UofA Introduction: Physicists often attept to solve
More informationMolecular 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 informationIN A SENSE, every material is a composite, even if the
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, VOL. 47, NO. 11, NOVEMBER 1999 2075 Magnetis fro Conductors and Enhanced Nonlinear Phenoena J. B. Pendry, A. J. Holden, D. J. Robbins, and W. J. Stewart,
More informationNational 5 Summary Notes
North Berwick High School Departent of Physics National 5 Suary Notes Unit 3 Energy National 5 Physics: Electricity and Energy 1 Throughout the Course, appropriate attention should be given to units, prefixes
More informationNow 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 informationQ5 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 informationOn 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 informationSIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD
SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD A. Fertschej 1 *, G.R. Langecker 1 University of Leoben artur.fertschej@u-leoben.at; Franz-Josef Strasse
More informatione-companion ONLY AVAILABLE IN ELECTRONIC FORM
OPERATIONS RESEARCH doi 10.1287/opre.1070.0427ec pp. ec1 ec5 e-copanion ONLY AVAILABLE IN ELECTRONIC FORM infors 07 INFORMS Electronic Copanion A Learning Approach for Interactive Marketing to a Custoer
More informationChapter 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 informationBeyond Mere Convergence
Beyond Mere Convergence Jaes A. Sellers Departent of Matheatics The Pennsylvania State University 07 Whitore Laboratory University Park, PA 680 sellers@ath.psu.edu February 5, 00 REVISED Abstract In this
More informationElectrical 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 informationThermally Activated Asymmetric Structural Recovery in a Soft Glassy Nano-Clay Suspension
Therally Activated Asyetric Structural Recovery in a Soft Glassy Nano-Clay Suspension Tanay P. Dhavale, Shweta Jatav and Yogesh M Joshi* Departent of Cheical Engineering, Indian Institute of Technology
More informationV.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 informationProbability 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 informationA DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION
International Journal of Aerospace and Lightweight Structures Vol. 3, No. 1 (2013) 109 133 c Research Publishing Services DOI: 10.3850/S201042862013000550 A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS
More informationMolecular Speeds. Real Gasses. Ideal Gas Law. Reasonable. Why the breakdown? P-V Diagram. Using moles. Using molecules
Kinetic Theory of Gases Connect icroscopic properties (kinetic energy and oentu) of olecules to acroscopic state properties of a gas (teperature and pressure). P v v 3 3 3 But K v and P kt K v kt Teperature
More informationUniform Approximation and Bernstein Polynomials with Coefficients in the Unit Interval
Unifor Approxiation and Bernstein Polynoials with Coefficients in the Unit Interval Weiang Qian and Marc D. Riedel Electrical and Coputer Engineering, University of Minnesota 200 Union St. S.E. Minneapolis,
More informationStatistical 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 informationHyperbolic Horn Helical Mass Spectrometer (3HMS) James G. Hagerman Hagerman Technology LLC & Pacific Environmental Technologies April 2005
Hyperbolic Horn Helical Mass Spectroeter (3HMS) Jaes G Hageran Hageran Technology LLC & Pacific Environental Technologies April 5 ABSTRACT This paper describes a new type of ass filter based on the REFIMS
More informationSome Perspective. Forces and Newton s Laws
Soe Perspective The language of Kineatics provides us with an efficient ethod for describing the otion of aterial objects, and we ll continue to ake refineents to it as we introduce additional types of
More informationAn Extension to the Tactical Planning Model for a Job Shop: Continuous-Time Control
An Extension to the Tactical Planning Model for a Job Shop: Continuous-Tie Control Chee Chong. Teo, Rohit Bhatnagar, and Stephen C. Graves Singapore-MIT Alliance, Nanyang Technological Univ., and Massachusetts
More informationNonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy
Storage Capacity and Dynaics of Nononotonic Networks Bruno Crespi a and Ignazio Lazzizzera b a. IRST, I-38050 Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I-38050 Povo (Trento) Italy INFN Gruppo
More information