COMPENSATION LAWS ‘ Thesis for the Degree of Ph. D. MICHIGAN STATE UNIVERSITY INDUR M. G'OKLANY 1973. ' L 1 B R A R Y Michigan State University This is to certify that the thesis entitled COMPENSATION LAWS presented by Indur M. Goklany has been accepted towards fulfillment of the requirements for Ph.D. degree in Electrical Engineering & Systems Science Wm! Major professor Date February 9, 1973 0-7 639 magma IN I? ”053 & SUNS' BUIIK F'NDEIIY INC. :7 lem 'E‘Y rFINGERS .3; MICIIGAJI ABSTRACT COMPENSATION LAWS BY Indur M. Goklany This thesis concerns itself mainly with linear enthalpy-entrOpy relationships which give rise to compensation laws. In Chapter II, we show that eXperimentally determined conductivi- ties in biological and organic molecules can be as high as 10 to 12 orders of magnitude larger than can be expected from normal solid state physics. We postulate that there is a change in the frequency spectrum of lattice vibrations due to distortions in the lattice (i.e., conforma- tional changes in biological parlance) when charge carriers are created. We show that this can increase the number of states available into which charge carriers may be excited, leading to a large increase in conduc- tivity. This increase in conductivity is due to an entropic increase, and is achieved at the expense of increasing the activation energy by the amount of enthalpy required to create the conformational changes. We then show on the basis of an Einstein oscillator model, that the entrOpy and enthalpy terms are linearly related, giving rise to a com- pensation law for conductivity in biological materials. In Chapter III, we deal with the compensation law in single solute- single solvent systems. Since the late 1930's it has been known that the entrOpy of solution could be proportional to the enthalpy of Indur M. Goklany solution in such systems. However, the interpretation of the compensa- tion law has been obscure, partly because there has never been a statis- tical model that has given rise to a compensation law. Accordingly we set up a model that leads to the compensation law. In this model we postulate that the presence of a solute molecule influences the parti- tion function of neighboring solvent molecules identically. We then calculate the enthalpy and the entrOpy of solution from Henry's Law and obtain a compensation law for them. We also note that the compensation temperature (Tc) and the experimental temperature (T) cannot be identically equal. If they were identical we arrive at the paradox that the compensation law would not be observable. The compensation law for the enthalpies and entrOpies of transferring a given solute from H O to 2 D20 is also examined. In Chapter IV, we examine how the compensation law fits into the structure of statistical mechanics. We note that the total change in entrOpy on solution differs from the change in entrOpy as calculated by the compensation law by the mixing entropy. This is the physical basis for not expecting Tc identically equal to T. Also, we note that TC can be defined as the ratio of the difference in entropy to the differ- ence in enthalpy for different sets of ensembles. This is akin to the definition of the experimental temperature defined for an ensemble. We derive the form the density of states should exhibit for a compensation law to obtain, and show that the models of Chapter II and III satisfy this derived relationship. COMPENSATION LAWS By {' Indur MJrCoklany A THESIS Submitted to Michigan State University in partial fulfillment of the requirements for the degree of DOCTOR OF PHILOSOPHY Department of Electrical Engineering and Systems Science 1973 I9 ,@0 (rib ACKNOWLEDGEMENTS Of the many years I have been a student, these last fifteen months spent on the preparation of this thesis have been the most enjoyable and also the most educational: it being an unfortunate fact of life that enjoyment and education are not mutually inclusive. For this happy, and unusual, set of occurrences I am grateful, among others, to Dr. Gabor Kemeny and Prof. Barnett Rosenberg. Dr. Kemeny's help, advice and vast donations of time have helped shape this thesis into what it now is. I also thank Prof. B. Rosenberg for a number of valuable discussions, lists of references and for granting me the run of his personal library. My thanks are due Prof. T. H. Edwards for suggesting improvements in the manuscript. I am also grateful to Dr. P. D. Fisher for his encouragement. I am indebted to the U. S. Atomic Energy Commission (AEC AT 11-1-1714) which provided partial support during my years as a graduate student. ii LIST OF Chapter I. II. III. IV. V. TABLE OF CONTENTS TABLES O O O O O O O O O O O O O I O O O 0 THE COMPE NSAT ION LAW 0 O O O O O O O O O O O O . CONFORMONS AND ELECTRICAL CONDUCTIVITY IN BIOLOGICAL MATERIALS 0 O O C O C C O O O O O O I O C C O O O O 2.1 Introduction . . . . . . . . . . . . . . . . . . . . 2.2 Electrical Conductivity and Conformation . . . . . . 2.3 Electrons and Holes in Semiconductors with Conforma- tional Changes . . . . . . . . . . . . . . . . . . . 2.4 Conformons in Biological Molecules . . . . . . . . 2.5 Oscillator Model of Activation Energy and Entropy of Conformons . . . . . . . . . . . . . . . . . . . . . 2.6 Conductivity on the Polaron and Conformon Models . . 2.7 The Compensation Rule . . . . . . . . . . . . . . . 2.8 General Observations on Conformons . . . . . . . . . SINGLE SOLUTE - SINGLE SOLVENT SYSTEMS . . . . . . 3.1 Introduction . . . . . . . . . . . . . . . . . . 3.2 Single Solute, Single Solvent Model . . . . . 3.3 Enthalpy and Entropy of Solution Using Solubility Data . . . . . . . . . . . . . . . . . . . . . . 3.4 Interpretation of TC . . . . . . . . . . . . . 3.5 Thermodynamics of Transfer from H20 to D20 . . 3.6 Generalization of the Model . . . . . . . . . . THEORETICAL FOUNDATIONS . . . . . . . . . . . . . . 4.1 Introduction . . . . . . . . . . . . . . . . . 4.2 The Origin of the Difference between the Temperature and the Compensation Temperature . . . . . . . . . . 4. 3 Densities of States and the Compensation Law . . . . 4. 4 Partition Function for Individual Degrees of Freedom CONCL US I ON 0 O O O O O O O O O O O O O O O O O O 0 LIST OF REFERENCES 0 O O O O O O I O O O O I O O O O O O O Page iv 14 16 19 25 28 28 28 31 38 44 48 52 52 52 57 62 65 68 LIST OF TABLES Table Page 1- Conformational Enthalpies and Entrepies at TC 23 iv CHAPTER I THE COMPENSATION LAW There are numerous phenomena in physics, chemistry and biologyl’2 which can be represented by a relationship of the type K = K; exp [-AG/(RTH (1) where K could be the solubility if we are concerned with solution chemistry, it could be the conductivity in semiconductor theory or it could be the rate in the theory of absolute reaction rates, etc. AG is a change in Gibbs free energy, this being the free energy required for a solute molecule to go into solution (in solubility) or it could be the energy required to activate a charge carrier (in semiconductor theory) or it may be the free energy of the activated state with reference to the free energy of the reactants (in absolute reaction rate theory); k is Boltzmann's constant and T is the absolute temperature at which the experiments are carried out; K; is a factor, generally algebraic, which depends on the process in question. The free energy can be written as2 AG = .AH - T AS (2) where IQH and A5 are the changes in enthalpy and entrOpy, respec- tively. Substituting Eq. (2) into Eq. (1) we get K = KO exp I-AH/(RTH (3) where KO = K; exp [AS/k] . (4) K0 will be referred to as the pre-exponential factor. In many instances a plot of ln K vs T~1 gives a straight line. This is an Arrhenius plot. This implies that (3H and zAS are independent of T. From Eq. (3) we see, therefore, that the $10pe on a Arrhenius plot will be fiLH/k. Hence, it is possible to calculate AH. To calculate (is we have to use Eqs. (1) and (2) with the known value of AH. There is no known thermodynamic or statistical mechanical relation- ship between AH and .AS or .AH and 1n Ko yet in a number of situa- tions a linear relationship seems to exist between these termsB-ll, such that as AH increases so does AS (or In KO). We can see by an exami- nation of Eq. (2) that a linear rAH 'AAS relationship can lead to a situation where changes in AC are much smaller than changes in either .AH or AS since the AH and -T.AS terms compensate for each other. For this reason, linear AH - AS relationships are often said to lead to compensation laws. Similarly linear AH - 1n Ko relationships also compensate in AC. The slope on a .AH - AS or .AH - 1n K.o plot has units of tempera- ture and for linear plots is known as the compensation temperature Tc' Surprisingly, though it's been known since the 1930's that compen- sation laws exist, there has been quite a bit of skepticism among the general scientific community to accept compensation laws as genuine phy- sical phenomenalz-Ia. Skepticism revolves around two basic objections. The first reason for skepticism is that the measured quantity is AC or K. AH is calculated from the slope of the K vs T.1 curves whereas AS is calculated from Eq. (2). There is no independent method of measuring AS directly. Hence, it has been asserted that an error in the calculation of AH will automatically result in a compensating error in AS. In this interpretation the compensation, therefore, is regarded as a compensation of errors. However, recently Exnerm-16 has developed stringent statistical tests to be applied to data which leads to compensation laws. His results indicate that in certain cases the compensation law is a genuine physical phenomenon. The second objection arises from the fact that no one has given a statistical mechanical or model calculation that leads to a compensation law. In the absence of such a theory it is not possible to say why and how a compensation law arises and the interpretation, if any, of Tc is unknown3’4’7’13’17. Recently17 there has been a derivation of a compen- sation law for solubility. We will examine this in detail. Our analy- sis, however, indicates that compensation in solutions comes from a source different from the one outlined in Ref. 17 (Chapters III and IV). It is the intention of this thesis to devise model systems that lead to compensation laws. To the extent that this can be done we shall have successfully been able to refute the second objection outlined above and gained some understanding of how and why compensation laws occur and perhaps obtain an interpretation of the constant of prepor- tionality Tc' Models will be set up specifically for the case of conductivity in biological substances (Chapter II) and for solubility (Chapter III). The reason for choosing the conductivity is that it was in this context that we were introduced to the compensation law. Conductivity in some biological substances also exhibits the extremely interesting (and unex- plained) feature of having an enormously large pre-exponential factor. 4 We hOpe to be able to explain this, too. One reason for choosing to examine the compensation law in solubility was that this was, as far as we know, the simplest compensation law in chemistry. CHAPTER II CONFORMONS AND ELECTRICAL CONDUCTIVITY IN BIOLOGICAL MATERIALS 2.1 INTRODUCTION Any theory of the electrical conductivity of organic and biological semiconductors has to contend with two major problems: In many of these substances 1) the conductivity is many orders of magnitude higher than predicted by conventional semiconductor theory for the observed high activation energies and 2) the pre-exponential factor itself is an eXpo- nential function of the activation energy, leading to the compensation law. Since the mobility of these substances is known to be quite low, a high density of activated charge carriers is the only possible way to explain high conductivities. Mechanisms familiar from solid state phy- sics do not provide for the requisite charge carrier density. We have, therefore, assumed that the effective density of states for activated charge carriers is greatly increased by the interaction of the activated carriers with other degrees of freedom of the molecules. This provides for an activation entropy which, under appropriate circumstances, is pro- portional to the activation energy, leading to the compensation 1aw19. A recent communication by Volkenstein20 introduced similar ideas, but for different purposes, specifically excluding semiconductivity from his range of applications. He considered the interaction of an electron with a biological macromolecule. Such an interaction may lead to the 6 transconformation of the macromolecule. The electron plus the conforma- tional change he called the conformon. Volkenstein's mechanism and ours are very similar from the point of view of statistical mechanics. In both cases there is a relationship between an activation energy or enthalpy and activation entrepy. The entropy can take on substantial values because energy can be distributed over many degrees of freedom. We allow these degrees of freedom to spread over one or more molecules if necessary. Although the applica- tions may be different it seems reasonable to retain Volkenstein's term and we will call the activated carrier plus the accompanying changes carrying energy and entropy the conformon. Objections have been raised against the experimental background on which this theory rests because 1) the activation energy appears to be too high and 2) the charge carriers may be not electrons and holes, but ions. The experimental background, however, is quite solid. The elec- tronic nature of the charge carriers and the high activation energies have been well documented in several instances. Even if the charge car- riers are ionic the same experimental facts, i.e., high conductivity and the compensation law, still must be explained. Our present theory is formulated for electrons and holes, but it would be easy to reformulate it to apply to ions or protons. The concept of the conformon is a generalization of the small polaron concept. A small polaron is formed if an electron is trapped by its own polarization field21. The small polaron can move by thermally activated happing or by tunnelling22’23. It was suggested by Kemeny and Rosenberg24 that small polaron tunnelling can account for some of the semiconductive prOperties of biological sub- stances. The explanations so obtained were neither complete nor free from objections (see Section 2.6). In the present paper we h0pe to overcome both types of limitations using a new mechanism. This mechan- ism could be called conformon hOpping and it does not involve tunnel- ling. The small polaron concept does not involve entrOpy changes while the conformon concept does. Herein lies the generalization. 2.2 ELECTRICAL CONDUCTIVITY AND CONFORMATION If one examines the data on biological semiconductorle’ZS-27 one is struck by the values quoted for 06 which often lie above 1010 and can be as large as 1022 mho-cm-1. By usual semiconductor theory the conductivity 0 is given as U = 06 exp(-BE/2) (l) where 00 = NGLI : (2) and E is the gap energy, or alternatively the negative slape in a In 0 vs l/2kT plot, N, e and n being the total density of charge carriers, the electronic charge and the mobility, respectively. The 5 largest mobility found to date is of the order of 10 cm2(v-sec)-1 in lnSb. N is given by N = NADn/M (3) where N M, D and n are Avogadro's number, the molecular weight, A, the density and the number of charge carriers available for excitation per molecule of substance. Taking N = NA’ estimate, we get the maximum possible value of 06 as 1010 mho-cm- which is likely an over- 1 which implies that in some cases the experimental values of ob are larger than this by as much as ten or twelve orders of magnitude (this 8 point was repeatedly stressed by Prof. H. Kallmann: private communica- tion by Prof. B. Rosenberg). This is in spite of the fact that we have here used a mobility of 105 cm?’(V-sec)-1 whereas for most organic or biological semiconductors it should be taken as 10 or even as low as 10'5 (Ref. 28). The observed large value of ob, therefore, must be associated with a large density of activated charge carriers. Unfortunately we know of no feature in solid state physics that enables us to increase the number of activated charge carriers by several orders of magnitude. Thus, we were led to search for an explanation outside the domain of solid state physics. We postulated that changes in conformation and/or coordination in the molecular system are responsible for increasing the effective number of excited electronic stateslg. The creation of charge carriers in intrinsic semiconductors occurs in pairs, i.e., an electron and a hole are created simultaneously. These carriers move far from each other in the conduction process and thus one positively and one negatively charged macromolecule is present for each electron-hole pair. We shall assume that one or both of these molecular ions can exist in various conformations and/or coordinations. Due to the large statistical weight associated with the electron-hole pair, i.e., the large entropy of the activated state, the number of activated charge carriers is very large. This will account for the high conductivity, provided the above mechanism does not decrease the mobil- ity. It may be pointed out that even if the electron and hole were separated far enough within the same molecule, the same argument could be applied for an increase in the entropy. 9 A lowering of the mobility could be caused in two ways. A molecule has to change its conformation and/or coordination both when the elec- tron (or hole) reaches it and when it passes on. The conformational change may require either activation or tunnelling through some barriers. If both these processes are difficult the mobility will decrease, per- haps offsetting the gain in activated states. We will see later on that conformational activation will not raise any problems in this reapect. It is necessary to present here some theoretical developments of a general nature before returning to the Specific prOperties of the sub- stances in question. 2.3 ELECTRONS AND HOLES IN SEMICONDUCTORS WITH CONFORMATIONAL CHANGES Let us consider an ordinary intrinsic semiconductor first with N molecules. Each molecule has one conduction and one valence state and one electron on the average. Thus the system has a total of 2N states and N electrons. If we place the zero of energy in the middle of the gap the conduction levels are at energy a, the valence levels at -€. The grand canonical partition function Q is given by Q = [1 + q exp<-ec> + q epoee) + <12)” . (4) Here N represents the number of molecules, 1 that no electron is at +fie present, qe- that one electron is in the conduction level, qe that one is in the valence level and q2 that there is one electron in . 2 each. The expectation value for the number of electrons is 9: n = (Q, M Q <1 eer-fitL + (1 email“) I 8 q dq N[1+q eXP('B€) 1+q eXp(BC) o (5) Writing q = eXP(Bu) . (6) 10 where u is the chemical potential and demanding n = N (7) one finds u = 0 . (8) The above treatment becomes awkward if conformational changes are allowed. It requires that the above grand partition function be gener- alized by the inclusion of conformational effects. Eq. (4), however, allows unphysical states, i.e., states which do not have the correct number of electrons. In order to avoid the question of how to general- ize the unphysical terms in Eq. (4) and still retain the advantages of the grand canonical formulation we introduce a new grand partition func- tion Q' using the definition a . - N Q = [1 + q eXP(-2be)] . (9) The first term on the right represents no particle present and the second one stands for one electron in the conduction level and one hole in the valence level. The first term, of course, can just as well be interpreted as one electron in the valence level and one hole in the conduction level. The number of electrons in the conduction level is then r _ l U n ._ N q. CXBL-ZECL ne — q 83'1“ Q - 1+q' exp(-2fie) ‘ (10) n; has to be equal to the number of conduction electrons ne calcu- lated from Eq. (4), which is . _ N q eXPHBQ ne - l+q exp(-B€) (11) as can be seen from Eq. (5). Comparisons of Eqs. (10) and (11) show 11 that q' = eXP(B€) . (12) If the electron in question is in the valence state certain molecular conformations are possible and if it is in the conduction state some other conformations are allowed. A conformational partition function is necessary for both. Thus the complete partition function is H _ U N Q - IQV + QC q exp(-2ee)1 , (13) where Qc and Qv stands for the conformational partition functions of the reapective levels. The number of electrons in the conduction levels is Qc q' eXP(-2B€) c ‘ N QV +Qc q' exp(-2ee) (14) For Qc = Qv this reduces to Eq. (10) as required. If the fraction of excited electrons is not too large then Qc 0" = N'-- eXP(-B€) . (15) c Q v where Eq. (12) has been utilized. If we introduce the conformational free energy difference between the two electron states by Q 52- = eXP(-SAF) (16) V and the corresponding conformational enthalpies and entropies by AH - TAS , (17) AF then edflfl .AS C N exp(- ~13- k . (18) =- u 12 Thus the number of activated electrons (and of holes, which is the same) is given not by the electronic activation energy alone, which would be 2C, but must also include the conformational enthalpy. Also the con- formational entrOpy must be considered. The experimentally measured activation energy for semiconduction includes the effect of rAH auto- matically, but it may include thermal effects on the mobility also, and therefore cannot simply be read off from Eq. (18). A large value of .AS would increase n: and thus the conductivity. This, of course, was the purpose of the whole exercise. 2.4 CONFORMONS IN BIOLOGICAL MOLECULES We require now some sort of a model which provides for a great rise in entrepy in the presence of an activated charge carrier. Since not enough is known at this time concerning the nature of the forces in the systems under consideration one can only assert that such an idea is quite acceptable in related contexts. Volkenstein20 suggested that in certain cases the free energy of an electronic transition is lowered considerably by conformational changes accompanying such a transition. We invoke this concept for conductivity. The energy available for con- formational changes in the conductivity problem is comparable to the energy in other situations. The activation energy is generally 2eV or higher, sometimes as high as 4eV 30. It seems possible, therefore, that the process of activation could involve setting the molecules "free" if there were sufficient gain in entropy to warrant it. When a dielectric (e.g., water) is mixed in with the solid, the dielectric screens the effect of the charge. Thus the disruptive effect of the charge on the structure would have a.shorter range. Hence as more dielectric is introduced, the disorganization due to charges is l3 reduced. Thus the increase in entropy is less in the presence of a dielectric. Incidentally, the dielectric also has another effect. The charge polarizes the dielectric, which in turn produces a field that traps the charge itself. The decrease of energy due to the charge-dielectric interaction is the polaron binding energy W . So far we have stated that an entrepy.factor is essential to eXplain the high values of oh and also we have postulated a general model by which the entrOpy could increase. We now attempt to estimate the increase in entropy. Let us consider a more Specific model in which the molecule is rigidly bound in the solid prior to the arrival (or creation) of the charge carrier. The partition function (Qv) is unity and it has no entrepy associated with it. After introduction of the charge carrier in this molecule, the molecule becomes "free" in a 3-dimensional infinite square well since we have given it enough energy to overcome the attrac- tive forces. Qc is given by29 Qc = (Zflkaaz/h2)3/2 (19) where m, k and h are the mass of the molecule, Boltzmann's constant and Planck's constant, and a the width of the well. Since the entr0py in the rigid conformation was zero, the increase in entropy is given by the entrOpy as calculated from Qc' Using the standard recipe for finding the entropy from a partition function we get AS = k In Qc + 3k/2 . (20) Taking the molecular weight as 400, which is close to that of oxidized 14 o cholesterol, T=300°K and a=5A we get AS/k = 15.31 . (21) This gives us an enhancement of ob by exp (15.31) or 106°65. However, calculations of 06 for oxidized cholesterol show that the experimental value is about 1011'9 above the calculated value (see Table I in Section 2.7 below). Hence we have to either increase the width of the potential well or we have to have an extra "free" molecule. If we have only one "free” molecule we need a22822 to give the right result which is absurdly large. However, two "free" molecules (one each due to the electron and the hole) could give the correct entropy factor taking a=2.92 for each molecule 2.5 OSCILLATOR MODEL OF ACTIVATION ENERGY AND ENTROPY OF CONFORMONS Let us consider a different picture of what may be going on in a biological semiconductor. Part of the activation energy can be con- ceived as being distributed among a number of harmonic oscillators which correSpond to degrees of freedom of the biological molecules and the dielectric molecules. Let there be m such "molecular" oscillators, and d ”dielectric" oscillators. We shall for sake of simplicity assume that each of the m oscillators is identical with each quantum having energy Em. Similarly the d dielectric oscillators have each quantum of energy equal to 6d. If energy E = n e + n C (22) m has to be distributed among these m+d modes with nm and n being d the respective number of quanta, then the number of ways of distributing E is given by 15 (nm+m-l)i (nd+d-l)1 W = nm1(m-1)L nd1(d-l)! ° (23) Fowler31 has worked out a similar problem. We shall assume, for simpli- city, that em and ed have no common divisor. Using the method of Lagrange Multipliers, with Eq. (22) as the auxiliary condition, we find the maximum of In W. This yields eXp(X€ ) exp(x€ ) ] +(d-l) ln[ d eXP(l“d)-1]’ ln Wmax = (nm€m+nded)-+(m-l) ln[ . (24) exp(xem)-l where I is the Lagrange Multiplier, Em and Ed denote the most probable number of quanta in the m and d oscillators, respectively. I has to satisfy the two equations hm +-m-l kem = ln[ fi ] (25) m and 5d + d-l he = ln[ _ ] . (26) d nd It should be added that we need Stirling's approximation to evaluate Eq. (24). Equating In W to S/k and substituting Eq. (22) into Eq. (24) max we obtain exp(lc ) exp(led) S/k = IE + (m-l) 1n[exp(l€m)-l] + (d-l) 1n[exp(lcd)-l] (27) Using Eq. (22), (25) and (26) we get (m-l)e (d-l)€ m d . (28) exp(iem)-1 T exp(1ed)-1 16 So far we have taken no approximations (barring Stirling's approxi- mation). We will now assume that the number of quanta in the d oscil- lators is low. This implies that the second term in Eq. (28) can be neg- lected. Eq. (28) can therefore be written as (m-l)cm . (29) exp(l€m)-l This assumption is valid if the energy e >>€m or d<>€m because the mass of the dielectric molecules (generally water) is much less than that of the molecules, furthermore the interaction of the charge with the dielectric is expected to be strong leading to a large spring constant. Under these conditions we could neglect the last term in Eq. (27). Combining the resulting equation with Eq. (29) we get S/k = 5m ln[l +%:1-1 + (m-l) ln[l +27%] , (30) where am = E/em . (31) Substituting Eq. (31) into Eq. (30) gives us (m-l)€m E S/k = E/em ln[l +--——E———J +-(m-l) ln[l +-a;:fy:;] . (32) We will show below that the dependence of the entrOpy on m, as given by Eq. (30), or on E, as given by Eq. (32), can lead to a compensation rule. 2.6 CONDUCTIVITY ON THE POLARON AND CONFORMON MODELS 24,32 Kemeny and Rosenberg have shown that small polaron formation occurs in biological semiconductors. The evidence for such a claim can 17 be based upon: (a) the fact that the experimental activation energy drOps as additives of high dielectric constant are introduced into the biological material, the drOp in the activation energy being prOpor- tional to the inverse of the dielectric constant33; and (b) calculations by Kemeny and Rosenberg15 which indicate that the effective electronic mass may be as high as 100 me (me being the electron mass). Kemeny and Rosenberg24 assumed that the polarons moved by tunnelling rather than happing. This gave a compensation rule for the conductivity. The com- pensation temperature Tc was interpreted as 9D/2 where 0D is the Debye temperature. However, at temperatures greater than 9D/4 the polaron motion is expected to be by hopping rather than tunnelling34. This implies that if the data were gathered at temperatures greater than Tc/2, as indeed they were, polaron motion would not explain the compen- sation rule. Furthermore, the Tc as calculated in the theory, was a function of the additive rather than being dependent on the biological molecule only, and this is contrary to experimental results. We will combine small polaron hopping with the harmonic oscillator model develOped in the previous section to give a comprehensive explana- tion of biological semiconduction including the large number of acti- vated charge carriers and the compensation rule. We shall use the results for small polaron hOpping in the adiabatic approximation as des- cribed by Austin and Mott23. Extension of the results to the non- adiabatic approximation is trivial and we shall not do it here. The results, however, should be qualitatively similar. The mobility in the adiabatic approximation is given as 2 . u = ea wofi exp(-BWp/2) (33) 18 where a is the hOpping distance, (no the optical vibrational fre- quency B=l/(kT) and Wp/Z is the activation energy required for the polaron to hep. Wp is the polaron binding energy. The conductivity 0 is given by 0‘ = ngeu , (34) where n: is the number of activated electrons as given by Eq. (18) and e is the electronic charge. Using Eq. (18), (33) and (34) we get 0 = Nezaamoa exp[-B(E+Z§H)/2] exp(-B WP/Z) eprAS/k) . (35) It should be pointed out that E=2€ is the minimum energy required to separate the electron from the hole. AH is the enthalpy term that comes from the conformational changes, and AS the entrOpy correspon- ding to this. So that the formulae be less cumbersome, we shall assume that in the absence of dielectric there is no polaron formation (i.e., Wp=0). From now on quantities with a superscript 0 will mean that no dielectric has been added. The conductivity in the absence of dielectric 0'0 is given by, 0° = Nezazwofi exp[-e (EO+2AHo)/2] exp(2\s°/k) . (36) The eXperimentally determined activation energy (Eoexp) is, therefore, given by _ o o E exp - E /2 +-AH. . (37) In the presence of dielectric the energy to separate the electron and the hole decreases by 2Wp, that being the polaron binding energy of the electron plus the hole. Hence, E = E - 2w (3s) l9 and the conductivity 0 is given by Eq. (35) and (38) as 2 2 o o = Ne a «58 exp[-B (E -Wp+ZAH)/2] exp(AS/k) . (39) The activation energy determined experimentally (Eexp) in the presence of dielectric is thus _ 0 Eexp - E /2 + (AH-wp/Z) . (40) Eq. (39) is the general eXpression for the conductivity. In the next section we shall use this in conjunction with the expressions for the entrOpy to derive a compensation rule. 2.7 THE COMPENSATION RULE In Section V we derived the entrOpy resulting from distributing a fixed amount of energy among m molecular oscillators. In the absence of dielectric E0exp is composed of two terms, Eo/2 and AHO, as can be seen from Eq. (37). Here EO/2 is the energy required to separate the electron-hole pair and AH0 is the energy distributed to the mo oscillators, where m=m° in the absence of dielectric. In the presence of dielectric the energy distributed to the molecu- lar oscillators is AH by Eq. (40). (EC-WP)/2 is the sum of the energy required to create the electron-hole pair in the dielectric and the energy required to enable the polaron to hop. For this case we take the number of molecular oscillators as m. The dielectric effectively screens off the effects of the charge carriers, and one could, therefore, expect the conformational changes to be of a smaller magnitude, i.e., AH-1) ' “‘6’ m m m m From Eq. (42) and (44) the expression for ASo/k is similar formally, except that all the AH in Eq. (46) are replaced by AHO. The logarithmic terms in Eq. (46) are weakly dependent on AH/cm, hence we could write Eq. (46) as, AS/k = cAH/em + b , (47) where AH-re _ m l_ rAH c — ln (1 +-eEEE-) + r 1n (1 +~ZEEEZ;? (48) and b - ln (1 +AH-rem) (49) with c and b approximately constant. Similarly, ASo/k = c AHo/ém + b . (50) Substituting the expressions for entrOpy Eq. (47) into the conduc- tivity expression Eq. (39) and eliminating Wp with Eq. (41) we obtain 2 2 o o G = Ne a.de exp[-B (E -fAH +(f+2)AH)/2] exp(eAH/€m) exp(b). (51) Eq. (51) can be Specialized to the case where no dielectric is present by substituting AHO for AH. We can reorganize Eq. (51) into the form 0 on exp[Eexp(kT kT)] ’ ()2) 22 where 2 2 o o , o; = Ne a(noB exp(b) expf—(E - fldH )/2kFC] , (53) E = Eo/2 +AH - w /2 (54) 9-K!) p and l _ 2c T51“- ' (f+2)e (55) c m Eq. (52) is a statement of the compensation rule. Obviously no matter what Eexp might be, i.e., whether the dielectric is present or not, at T = TC the conductivity is always a; which is invariant. Further, Eq. (52) is valid for the case where no dielectric is present if we redefine Eexp from Eq. (54) by taking AH = AH0 and WP = 0. Using Eq. (55) we can estimate the values for Tc. em corresponds to the energy of an optical vibrational quanta, i.e., em = hmo. Taking ab = 1014 sec-1 and assuming 2c/(f+2) to be unity we get a Tc of 7200K. This is in the right range. If we choose a larger value of 2c’(f+2), TC is decreased which is reasonable in view of the experi- mental values. Calculation of the mobility from Eq. (33) also gives us reasonable 0 values. Taking a, the hopping length, as 3A, T = 3000K and 14 (so = 10 , we get 2 -l u = 4 exp(-BWp/2) cm (volt-sec) . (56) The exponential term may vary from unity to 10-.5 (or less). This gives 5 us values of u between 4 and 4 x 10- cm2 (volt-sec)-1 which are reasonable for biological semiconductorszg. In order to obtain estimates of AS we have calculated the conduc- tivity assuming the substances to be conventional semiconductors, i.e., 23 neglecting any entrOpy contribution. Whatever discrepancy there was between the values so calculated and the experimental values, was assigned as due to AS. The comparison of the calculated and experimen- tal values was made at the experimentally obtained compensation tempera- ture (TC) of each substance. The experimental activation energies E that we used are those for the substance with no dielectric. exp The conductivity of a conventional semiconductor at TC is , _ _ o Oconv (TC) — Neu exp( E exp/ch) . (57) We took u = 1 cm2 (volt-sec).1 and N = 1023/cm3. We also made approximate estimates for AHO from Eq. (50) taking c as unity and b - 0. We noted that all these estimates for AND were less than the corresponding E°exp. Finally by assuming 2c/(f+2) to be unity we estimated mo = em/n from Eq. (55). The results are shown in Table 1. Table l. Conformational Enthalpies and EntrOpies at Tc 11 cis Oxidized Retinal Cholesterol .Adenine Uracil Guanine: Cytosine (kTC)-1 (ev"1) 43.0* 23.6* 27.6+ 27.6+ 27.6+ 27.6+ szp (eV) 1.7* $2.0 2.65+ 2.3+ 1.75+ 2.45+ go (conv.) 10-27.6 10-16.3 10-27.6 10-23.2 10-16.8 10-25.2 06 (TC) = 0. 10-16.7* 10-4.4* 1045.4+ 1045.4+ 1045.4+ 1045.4+ LSD/k 25.1 27.4 28.05 17.95 3.22 22.55 2H° (eV) 0.58 1.16 1.03 0.65 0.12 0.81 o.O (see'l) 3.6x1013 6.5x1013 5.5x1013 5.5x1013 5.5x1013 5.5x1013 * Data from Ref. 30. + Data from Ref. 10. 24 It should be noticed that the constant 2c/(f+2) and em are both characteristics of the molecular substance. From Eq. (55), therefore, it is clear that Tc is a function of the intrinsic biological semicon- ductor. This feature also tallies with eXperimental results. Model II. In this model introduction of the dielectric does not change the number of molecular oscillators. It merely changes the total energy to be distributed among the oscillators. The entropy in such a situation is given by Eq. (32) where we have to remember that m is invariant. AS could therefore be written as "» 2. c€/_\.H +b' , m AS (58) where c' and b' are slowly varying functions of AH. analogous with Eqs. (48) and (49) in the previous model. This will also give a compen- sation rule for conductivity, and the final results will be similar to those depicted by Eqs. (52) through (55). In fact, numerically, it is hard to distinguish the two models. However, we may point out that this model exhibits a very curious feature if (m-l)< M/(A+l) then the number of perturbed solvent molecules is going to be less than An. In effect, Qg has not been set up exactly, but if the solution is dilute enough we would expect the terms for n > M/(A+l) to contribute 30 negligibly to the summation over n. Using the multinomial theorem we sum the right hand side in Eq. (2) to give us AQ A M Q = [1+A00Q +iq(—-1-—1)1 . (4) 8 AOQO . . 12,27 U31ng the standard methods of statistical mechanics we get 31’- = 1n = M1n11+n000 +1(—-1—-—Q:>A1 (5) - 5‘1“ Q ) AlQl A -1 N0 = A0 A0 = M [AOQo - AXq (A MQ ) l D . (6a) 8(1n Q ) A Q - _ 1 l A -1 N1 - A1 -—:gqfii- - MAIq (AoQo) D , (6b) and 5(1n Q ) A Q - _ _ 1 1 A -l n - l.--§§Cii‘ - qu (AoQo) D 3 (66) where A Q — .1.“ D - 1 +-AOQO + iq (AOQO) (6d) and N0, N1 and h are the average numbers of unperturbed solvent, perturbed solvent and solute molecules, reSpectively. From this point on we shall drOp the bar to denote averages, since we will only be dealing with averages. We should note that N1 = An, since that is how we set up our grand canonical ensemble. It should be pointed out that not all cells (A) influenced by a solute molecule need necessarily be occupied by solvent molecules all the time, although it is assumed here to be so. Such a formulation would result in an average number A' of perturbed solvent molecules per solute molecule such that A' < A with 31 A' being non-integral in general. Such a calculation has been done in Section 3.6 and shown to give results qualitatively similar in nature to those derived from the present model. Manipulation of Eqs. (6) using the fact that No + N1 = N leads to _ _ N , AoQo - M-N-n (7d) and A Q 1 1 A n M (w) = “- - (7b) AOQO M N n From Eqs. (3) and (7) and utilizing the fact that the chemical poten- tials for a solvent molecule, whether perturbed or not, are identical, 1.6., no = “I we gEt Llo RT. - ln M;N-n - ln Qo (8a) and Q U _ _..n___ .. .1 - kT — 1n M-N-n A ln (Q0) ln q . (8b) This completes our considerations of the solution by itself. We will include a treatment of the gas phase in the next section. 3.3 ENTHALPY AND ENTROPY OF SOLUTION USING SOLUBILITY DATA If the solute in solution is in equilibrium with its pure form then the chemical potentials in the two phases are identical. We will assume that the solute in the pure form is an ideal gas. The chemical potential of the solute in the gaseous phase 1541 11(3) 1150) RE. = KT- + 1n P , (9) where 32 “(0) h3 5 ,- = 1n -‘— ln RT (10) kr (2nm)372 2 and P is the pressure of the gas phase, m is the mass of a solute molecule and h is Planck's constant. We have assumed that the solute molecule is structureless. (8) Equating u to the chemical potential of the solute in solution u given by Eq. (8b) we get ~9— —- p 1 +A1 /)-l (-——N+n)+fl'$)l (11) N+n _ exp [ n q n (Q1 Q0 n M-N-n kT ° The left hand side is the concentration c of the solution. We could rewrite Eq. (11) as c = P eXP [-846] . (12) where as = kT 1n (Mfgfn) - n(°) - kT in q - A kT 1n (01/00). (13) AG is generally referred to as the free energy of solution. If the volume of solution does not change much with pressure, i.e., the com- pressibility is very small, then for very dilute solutions we can assume the number of cells M to be fixed and also consider the volume of each cell to be invariant with pressure. Hence, the partition functions Q0, Q1 and q are going to be independent of pressure. Further, for very dilute solutions, i.e., n< (T) - T as“) (T) . (39) If Tc and T are identically equal then for any experimental tempera- ture the right hand side, and hence AG (T,x), is independent of x. The extent of process K being given by an equation of the form 40 K (T.X) ~ eXP (“BQGWJD (40) then implies K is also independent of x. Experimentally, however, we know that the solubility, for instance, is different for different x, i.e., size of solute, even when a compensation law holds. Another important corollary follows if T = Tc. Since K (T,x) is independent of x we would have only one curve to represent all x on a 1n K(T,x) vs. T.1 plot. Therefore we would have only one enthalpy and entrOpy for the process K, no matter what the x, if this infor- mation were derived from the ln K vs. T-1 plot. Therefore, if we plot AH versus A5 for different x and a fixed T, then we would not have a straight line but a single point. Hence, AS' (T,x) in Eqs. (36) and (37) would be zero. We therefore assert that if’ AH and AS are derived from an ex- pression like Eq. (40) then a linear AH versus AS plot will not be observable if Tc is generally identical to the experimental temperature. Ben Naim18 has derived a compensation law for a two state model of water, with Tc = T. In his model, the presence of a solute molecule causes a crossover of water molecules from one component to another. The free energy, enthalpy and entropy per solute molecule are given by 1 = (56) +( - HENL) ’s 5111— N ,N “L “11 SIT N (41) s L H s w H - (5“) + - 8N1) 3 ‘ Sit—N ,N (H1. “11) (B—N—N (42) s L H s w and 83 SN m I s " (Si—>11 N +(SL'SH) (ENE)N ’ (43) s L’ H s w 41 where all symbols have their usual significance and the subscripts s, W, L and H refer to the solute, water and the two components of water, respectively. Since the chemical potentials of the two compo- nents of water have to be identical, i.e., ”L = “H (44) he gets “S = (éfiifiNL’NH = H: . (45) Further, since “L = HL - TSL , (46) and similarly for component H of water, he obtains HL - HH = T (SL-SH) . (47) Hence, the last two terms in Eqs. (42) and (43) cancel each other in the free energy with the experimental temperature masquerading as the com- pensation temperature. This suffers from exactly the same objections as we outlined earlier in this section. The compensation law that we have derived comes from a Slightly dif- ferent source than Ben Naim's. In our formulation, recalling that Ben Naim's “S is our u, we obtain from Eqs. (3) and (7) — n _ _ - u - kT 1n M_N_n kT ln q AkT 1n (Ql/Qo) + A (no 111) , (48) where ONL A = - (SN—)N . (49) s w 3': Hence, in Ben Naim's notation “s is identifiable with the first three 42 terms on the right hand side of Eq. (48) and the compensation, that we * talk of, is in this us term and not the A(uo-p term, as he has it. 1) In fact, this term being zero, the enthalpy and entropy of solution, if derived from Henry's Law, as noted earlier, will not include terms derived from A(uo-p1). If the experimental temperature is changed, Q1 and Q0 are going to change accordingly. This means that there is going to be a change in the occupation numbers of the states available to perturbed and unper- turbed solvent molecules and in general, AU and AS as given by Eqs. (29) and (30) will change. It is therefore, not surprising that TC (Eq. (33)) is not temperature invariant. Under very Special circum- stances Tc may be independent of temperature. Comparing our treatment with that of Frank and Evans'8, we would like to point out that they did not derive a compensation law. In their formulation the entire change in entrOpy was related to a change in free volume. To quote Frank6, "free volume is an auxiliary concept, with only such meaning as is put into it by the definition adopted". The free volume change, therefore, would also contain entrOpy changes due to solute-solvent interaction, i.e., the entrOpy changes which we represent as arising due to the change in the partition function of solvent mole- cules from Qo to Q1. However, the manner in which they set up their statistical mechanics gives us no prior reason to believe that AS is linear in. AH. They assumed the validity of the compensation law (Barclay-Butler rule)6"8 and from that derived that the free volume change was exponential in AH. Their physical picture of non- electrolytes "freezing" the water around them is similar to our model (and the two state model) though we hesitate to go as far as stating 43 that the solute merely stabilizes one of the already existing "struc- tures" of water. The latter statement is not essential to the argument we have presented. We would like to emphasize that in deriving Henry's Law, Eq. (11), we separated out the ln n/(N+n) and In P terms. Therefore, AG is not the total change in free energy of the system due to the solution process but somewhat different from it. Also, the terms AU and AS that lead to compensation have no mixing terms involved. In fact exami- nation of Eqs. (25)-(30) show that the mixing terms are absent from enthalpies and entrOpies which occur in the compensation law. The funda- mental significance of this point will be examined in Chapter IV. We would not expect compensation if the number of solute molecules n is so large that the number of solvent molecules NM/(A+l) then N1>/RT1 . <8) 0 = P eXP [-(uI 55 The concentration c being an equilibrium constant, we can use the van't Hoff relationship to calculate the enthalpies and entrOpies of solution. Recasting Eq. (8) as c = exp ['(“1i0) - uI)/RT] , (9) the free energy of solution is as“) = Q? - pl (10) and the enthalpy and entrepy of solution are given by (0) - <0) .. 2.9. .‘_..__. Ru - - RT dT (“in ) (11) and \ (0) (0) as“) = AH :12“; , (12) reSpectively. We will now compare ‘AH(°) and 08(0) with AH and ‘AS. To facilitate comparison we first obtain from Eqs. (3) and (6) the relation- ship (0) a _ _ “II HII TsII RT In C . (13) From Eqs. (3), (10) and (13) we have . (0) = _ _ _ AG HII TSII HI + TSI RT ln c . (14) Using Eq. (5) this reduces to ac(°) = AH - Tlas - RT ln c . (15) From Eqs. (11), (12) and (15) the enthalpy and entrOpy of solution are, respectively, 56 mm) = an (16) and (o) = AS-I—Rlnc . (17) LS Hence, from Eqs. (16) and (17) AH(0) = AH 1 . (18) 58(0) A3 + R n c Comparing QH(o)/AS(O) with AH/AS, i.e., Eqs. (18) and (5), we see that, in general, {AH(°)/AS(O) cannot be identical to T. The differ- ence between the two ratios being due to the R In c term. In fact the R ln c term is comparable in magnitude to the as term. As an example, for butane37 at 25°C and 1 atm. pressure the concentration of solution is about 10.5. The calculated 138(0) is about 40 e.u. and the R ln c term about -23 e.u.. It is interesting to note from Eq. (17) that aS(o) is always less than AS. The .AH(°) and aS(°) calculated above are for a single solution. To talk of a compensation law we should compare the AH(°) and QS(°) for a series of solutions, i.e., a set of ensembles. We will assume all (0) (0) the LH and .AS are calculated for experiments done at the same experimental temperature T and pressure P. Obviously, a plot of 111(0) versus AS(°) for arbitrary solute-solvent pairs should result in no discernible pattern. However, we do know that if we examine Afl‘o) and ¢S(o) for a particular set of solute-solvent pairs we get straight lines and then we have a compensation law. The lepe of this line is given by an?” - AH(°) L i. T , (19) L48 (0) - AS (0) J i 57 . . th .th where 1 and J stand for the i and J ensemble. To get a per- fect straight line, Tc should be independent of i and j. Substituting Eqs. (16) and (17) into Eq. (19) we obtain AH‘O) - AH(O) T = J 1 c Lfij - AS + R ln (cj/c . (20) 1 1) To bring out the difference between T and TC more clearly, substitu- ting Eq. (5) into Eq. (20) we get T = (251- A51) T C (Lfij ' A51) +-R.ln (cj/ci) ' (21) For experiments done at the same temperature and pressure, we would not in general expect cj = c1. Therefore, in general, Tc # T. However, if the experimental temperature and compensation temperature are equal then we would have cj - c1. As was noted in Section 3.4, whereas Tc may be a function of the experimental temperature, the two temperatures could not be identical for all T, since a plot of afl‘o) vs. AS(°) for all ensembles, would give a single point and not a straight line. From Eq. (21) it is clear that the difference between the compensa- tion and experimental temperatures arises because the entropies used to calculate both quantities differ due to the mixing entrOpy embodied in the R ln c term. 4.3 DENSITIES OF STATES AND THE COMPENSATION LAW Eq. (19) shows that the compensation law involves not the total entrepy 45, but only the part due to molecular interactions. The (0) mixing entropy is excluded from [AS . We shall therefore define our systems in such a way that the mixing entrapy should play no further role. 58 Let us consider a set of solutions. Each solution contains the same number of moles of the same solvent. The solutions differ only in the kind of solute used. The solutes are chosen from a homologous series and the same number of moles of each is dissolved in their reSpec- tive solutions. (This is not an isobaric experiment.) One could now apply the machinery of statistical mechanics to each of these solutions, starting with the partition functions, as was done in Section 3.2. That is, however, not the path we want to follow. We are not interested in the behavior of the individual solutions, but only in the relationship of the solutions to each other. The relevant thermodynamic quantities can be derived from the free energy F: —..}. F - B In Q , (22) where Z is the partition function and B = T-l. The comparison between two solutions of our set requires only the difference in the free energies. If i and j represent two such solutions we only require AFij = Fi - Fj - l’ln (Qi/Qj) . (23) B The crucial point is that the combinatorial factors in Q1 and Qj’ the terms that give rise to the mixing entropy, cancel. Thus dFij relates strictly to the molecular prOperties of the solutes and the sol- vent. Using the standard statistical mechanical definitions of internal energy and entropy we can also write . .§_ , LE1]. Afij + 6 dB AF” (24) and As. = 8 --AF.. . (25) Let us now drOp the subscripts and consider AF, DE and AS in an idealized way as possibly continuous variables. We are then talking about a set of ensembles because these quantities represent differences between ensembles. Let us now construct a theory for the set of ensem- bles by analogy to the theory of ensembles. In analogy with Eq. (1) we write . (26) ELL; .1. Tc This is a definition. If it is valid we have a compensation law and Tc is the compensation temperature. This is fairly obvious by comparison with the Chapter III and will also be shown below. It is also obvious that Tc is not the experimental temperature T, because the latter quantity refers to a single ensemble and Tc to a set of ensembles. This is not to say that Tc is independent of T, but the two tempera- tures are clearly different concepts. In order to show that Eq. (26) represents a compensation law, and for other purposes, we shall solve this equation. Utilizing Eqs. (23) - (26) we can write 2 d 3 “AF dad = ac . (27) (1+8 5'5) AF We shall introduce AZ by the definition AF = -%lnAQ . (28) AZ is the ratio of two Q's, not their difference. Substitution of Eq. (28) into Eq. (26) yields 60 l d _ ——c—-——- 35 ln ln AQ — B - “c (29) We shall assume that BC is independent of B. This equation can be integrated separately for byflc and OBc ln ln AQ = (30) ln(Bc - B) + ln 6 for B<3c where e>0. This can be written as em - BC) e for B>Bc so = emc - a) (31) e for B 1 for b>BC and € ~(B - B) Qj/Q. = e i] C > 1 for B e. , (34) so that Eij > O is always satisfied. To verify that the compensation law is satisfied, we can write E..(B - B) _ 1] c Qj — e Qi . (35) Using again the standard formulae of statistical mechanics we find E. = e. +E. , (36) S. = B E , + S , (37) which lead to 43 _ .1- as — TC - (38) as required. We emphasize again that the differences in energy and entropy are taken between two ensembles (leading to TC) and not within the same ensemble (which would lead to T). We can answer one more question here, namely what conclusions can one reach with regard to the density of states of each solution? We may write Qi(fi) = I e'flE R1(E)dE . (39> R(E) will vanish below some lower bound. Since the compensation law is 62 not going to give any information concerning the mixing terms we may as well regard Qi and R1 as defined without them. Substituting Eq. (39) for both i and j into Eq. (35) we obtain .5 eij RJ. (Efiij) e c . (40) R1 (B) As expected we only get information concerning the relationship among R's, but not of the individual R's. Going from one solution to another in the sequence the density of states is rigidly displaced along the energy axis and its scale is changed by an exponential function of this displacement. The proportionality factor in the exponent is BC. Finally we point out that if the compensation temperature were the experimental temperature the entire deve10pment would be meaningless, beginning with Eq. (24). 4.4 PARTITION FUNCTION FOR INDIVIDUAL DEGREES OF FREEDOM We will now show that one method of satisfying Eq. (40), and hence the compensation law, is to change the number of units or degrees of freedom involved in the process (for which we have compensation) as we th change ensembles. Let the i ensemble have n degrees of freedom 1 affected in a certain way so as to change the partition function for an affected degree of freedom from qo to ql. Let there be a total of n such degrees altogether such that ni