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Statistical Thermodynamics. Objectives of the Theory • Creating a bridge between theory of the microworld (theory of individual molecules and their interactions) and theory of macroscopic phenomena • Explanation (quantitative) of the properties of macroscopic systems (e.g. thermodynamic functions) using the knowledge of the properties of individual molecules (obtained from molecular spectroscopy or quantum chemistry) • Providing rigorous definitions of thermodynamic quantities and derivations of the laws of thermodynamics from the laws of quantum mechanics • Obtaining information on the properties of single molecules and their interaction from the knowledge of macroscopic (bulk) properties of matter (mainly of historical significance) Example Phenomenological thermodynamics (Boyle, Carnot, Joule, Clausius) : Free energy (Helmholtz): F (T, V )=E−T S. dF = −S dT − p dV ⇓ S=− ∂F ∂T p=− V ∂F ∂V T ⇓ ∂S ∂V = T ∂p ∂T V The functions S=S(T, V ) i p=p(T, V ) for any substance. Statistical thermodynamics (Maxwell, Boltzmann, Einstein, Smoluchowski): Free energy: F =−kT ln Q, where Q=ΣI e−EI /kT (statistical sum) In the case of the gas of N atoms of mass m we have: p(T, V ) = N kT V , S(T, V ) = N k ln (2πmkT )3/2V h3N 5 + Nk 2 Statistical Thermodynamics. Subject of Research Using the universal constants (such as k, h, c, e, me) and ,,material parameters” specific for the molecules of the considered substance, such as: • masses and spins of atomic nuclei (http://www.nist.gov) • molecular bond lengths • angles between the bonds • force constants • electronic excitation energies • intermolecular potentials the formalism of statistical thermodynamics allows us to predict: • thermodynamic functions (entropy, free enthalpy, heat capacity, etc.) • equilibrium constants • equation of state • rates of chemical reactions • electric and magnetic properties of molecules i • temperatures and heats of phase transitions • parameters characterizing critical phenomena Statistical Thermodynamics. Subfields of Theory Statistical thermodynamics, and generally statistical mechanics is a very large field in exact sciences. It can be divided into: − classical statistical thermodynamics − quantum statistical thermodynamics or into: − statistical thermodynamics of equilibrium states − statistical thermodynamics of irreversible processes With regards to calculation techniques we have a different division: − theories using analytical − computer simulation methods (Monte Carlo, molecular dynamics). Recommended literature: 1. F. Reif Fizyka statystyczna, PWN, 1973. Chapters. 3, 4, 6. (available in English) 2. H. Buchowski Elementy termodynamiki statystycznej, WNT, 1998. Rozdz. 1, 3. 3. R. Holyst, A. Poniewierski, A. Ciach Termodynamika, WNT, 2005, Rozdz. 13, 16, 17, 18. Specific properties of macroscopic systems Macroscopic systems exhibit three important properties (features) distinguishing them from microscopic systems: 1. In macroscopic systems occur irreversible processes leading to equilibrium states in which the properties of the system do not depend on time (and there are no mass flows). 2. The equilibrium states are uniquely specified by a very small number of parameters (for one-component systems only three parameters are sufficient, e.g. T, V, N). 3. Properties of macroscopic systems are in general random variables with small relative fluctuations. Usually these fluctuations decrease with the √ size of the system as 1/ N . Relative fluctuation δ(X) of random variable X is defined as : p σ 2(X) σ(X) δ(X) = = hXi hXi where hXi denotes the average value of the variable X, and σ 2(X) is the variance of this variable (the square of the standard deviation σ): σ 2(X) = h(X − hXi)2i = hX 2i − hXi2 Property 1 contradicts the Poincare theorem, which states the any confined dynamical system of finite energy returns arbitrarily close to its initial state. Irreversible process: decompression of the gas of 200 atoms into the vacuum Density fluctuations, experiment Density fluctuations, theory As an example we compute the fluctuation of the number of particles in a small volume element v in a larger container of volume V . If we had only one particle then: Pn=1 = v/V ≡ p Pn=0 = 1 − v/V ≡ 1 − p Pn>1 = 0, where Pn=k denotes the probability of finding k particles in volume v. Tus, hni = hn2i = 0 · (1 − p) + 1 · p = p σ 2(n) = hn2i − hni2 = p − p2 = p(1 − p) If we have N particles then Pn=k , hni and σ 2(n) can be obtained from the Bernoulli distribution but there is not need for that. It is sufficient to define N independent random variables ni, where ni is the number of particles with the number (label) i in the volume v: N X n= ni Then i=1 hnii = p, σ 2(ni) = p(1 − p), hni = N p, σ 2(n) = N p(1 − p) and finally p δ(n) = σ 2(n) hni s = 1−p Np s = 1−p hni Postulates and three most important probability distributions Definitions: Macrostate: is defined as the macroscopic state of the system specified by a small number of parameters need to defined it Micorstate: is defined as a specific quantum state of the system (in quantum mechanics) or a small cell in the phase space (in classical machanics) Postulates: Postulate 1: In a isolated macroscopic system spontaneous processes occur such that the number of possible microstates increases Postulate 2: If an isolated system (of fixed energy) is in a state of equilibrium then all microstates of this energy are equally probable Distributions (Ensembles) : 1. Microcanonical. For isolated system. Fixed E, V, N. 2. Canonical (Gibbs). For thermostatic system. Fixed T, V, N . 3. Grand canonical (Gibbs). For open systems. Fixed µ, T, V , where µ denotes the chemical potential. Microcanonical distribution Definition: The number of states Ω(E, V, N ) is the number of microstates of the system of volume V , particle number N and constant energy (contained in the interval from E to E+δE, δE=10−30J). Definition: Statistical (quantum) definition of the temperature 1 kT = ∂ ln Ω ∂E V,N Definition: Empirical definition of the temperature (Tt.p=273.16 K) 1 pV lim k p→0 N Definition: S Statistical (quantum) definition of entropy (Boltzmann, Planck) T = S = k ln Ω Definicja: Statistical (quantum) definition of pressure ∂ ln Ω p = kT ∂V E,N Canonical distribution (Gibbs) A thermostatic system with temperature T does not have a fixed energy. Such a system can be in a quantum state i of energy Ei with probability: 1 −Ei/kT Pi = Q e Q= −Ei/kT e i P where Q=Q(T, V, N ) is the statistical sum. Knowing the statistical sum we can easily obtain all thermodynamic functions of the system, for instance: E = kT 2 ∂T p = kT ∂ ln Q ∂ ln Q ∂V S = k ln Q + V E T F = −kT ln Q T Canonical distribution, c.d. If we neglect the interaction between molecules and if the temperature T is not too low then Q has a particularly simple form: Q= qN N! where N is the number of molecules in the system, and q is the statistical sum for a single molecule, called also the molecular partition function X q= e−i/kT i In the definition of the partition function q the summation i goes over all quantum states ψi with energy i of a single molecule For rigid molecules q is approximately equal to the product q = qtr qrot qvib qel qnucl of partition functions corresponding to various degrees of freedom − − − − − translational rotational vibrational electronic nuclear qtr qrot qvib qel qnucl Canonical distribution. Calculation of the partition function qtr The factorization of Q is possible when the energy i of the ith quantum state can be represented as a sum of the energy of translation, rotation, vibration, etc. rot vib el nucl i = tr n1 n2 n3 + J KM + v1 ...vf + l + λ The function qtr qrot qvib, etc. are defined formally in the same way as as q, for instance the translational partition function qtr has the form: ∞ X qtr = exp(−tr n1 n2 n3 /kT ), n1 n2 n3 where the energies of the translational excitations are given by the formula for the energeis of a particle in the box of volume V = L3: h2 2 2 2 (n + n + n 1 2 3) 2 8mL The summation over n1, n2, n3 can be factorized and replaced by integration: "∞ #3 Z 2 3 ∞ 2 2 2 2 ∞ X X x n1 + n2 + n3 n π 3/2a3 qtr = exp − = exp − 2 = exp − 2 dx = 2 a a a 8 0 n n1 n2 n3 √ where a= 8mkT L/h. tr n1 n2 n3 = Replacing summation by integration ∞ X n=1 2 2 Z exp(−n /a ) ≈ √ ∞ 2 2 exp(−x /a )dx = 0 πa 2 when a >> 1 Canonical distribution. Calculation of the partition function qtr √ After the substitution a= 8mkT L/h we find 3/2 V qtr = (2πmkT ) h3 or qtr = V λ3B where λB = √ , h 2πmkT is the so called thermal de Broglie wave length. One can now calculate the translational statistical sum Qtr = (qtr)N /N !, the translational part of the internal energy E tr, heat capacity CVtr, entropy S tr: Calculation of E tr is particularly simple. It is enough to notice that Qtr ∼ T 3N/2. We find : tr 3 E = N kT 2 tr S = N k ln (2πmkT )3/2V h3N CVtr = 5 ∂E ∂T 3 V = Nk 2 v 5 + N k = N k ln 3 + N k, 2 λB 2 where v=V /N . This is the Sackur-Tetrede equation - applicable when v > λ3B . Canonical distribution. Rotation of heteronuclear diatomics For linear molecules the energies of rotational excitations are given by: rot J = ~2 J (J + 1) 2I where I is the moment of inertia of a molecule (I=µR2 for diatomics) The rotational partition function is thus given by the formula qrot = ∞ J X X e −rot J /kT J =0 M =−J = ∞ X (2J + 1) e Θ −J (J +1) Trot J =0 ≈ T γΘrot valid for T Θrot where Θrot is the characteristic temperature jest of rotations Θrot = ~2 2Ik This large-T formula is applicable also to homonuclear molecules with γ = 2 (for heteronculear ones γ = 1). For T ≤ Θrot the series converges very quickly. Most often T >>Θrot since Θrot is of the order 1 K or less. For H2, Θrot=85 K. ∂E =Nk E rot = N kT CVrot = ∂T V S rot = N k ln T γΘrot +N k, Rotational heat capacity. Heteronuclear molecule Hear capacity of para (1), orto (2), and 1:3 para-orto mixture (3) for hydrogen Para hydrogen Snucl=0, J = 0, 2, 4, 6, . . . Orto hydrogen Snucl=1, J = 1, 3, 5, 7, . . . Canonical distribution. Molecular vibration of a diatomic For diatomic molecules the vibrational energy is given by the formula: vib = nhν The vibrational partition function takes then the from: qvib = ∞ X e − nhν kT = n=0 1 1− e−Θv /T , where Θvib is the characteristic temperature of vibration Θv = hν k Temperatures Θvib are high: Θvib≈6000 K for H2, Θvib≈3000 K for N2 or CO. For the vibrational contributions to the internal energy and heat capacity we get: 2 N hν hν ehν/kT vib Evib = hν/kT ⇒ CV = N k e −1 kT (ehν/kT − 1)2 Vibrational heat capacity for a diatomic molecule or for one normal mode of a polyatomic molecule Canonical distribution. Rotations of polyatomic molecules For a spherical, symmetric, or asymmetric top one can derive for high T : √ s π T3 , qrot = γ ΘAΘB ΘC where ΘA, ΘB , i ΘC are characteristic temperatures ΘA = ~2 2IAk , ΘB = ~2 2IB k , ΘC = ~2 2IC k This formula is valid only whenT ΘA, T ΘB , and T ΘC . IA, IB and IC are moments of inertia relative to principal axes of a molecule and γ is the symmetry number equal to the number of permutations of identical nuclei which can be effected by a rotation: γ=n for the Cnv , γ=2n for the Dnh, γ=12 for the Td, γ=24 for the Oh symmetry group. Since Qrot=(qrot)N the thermodynamic functions are: 3 3 rot rot E = N kT CV = N k 2 2 "√ s # 3 π T 3 S rot = N k ln + N k, γ Θx Θy Θz 2 Canonical distribution. Vibrations of polyatomic molecules For a polyatomic molecule with f normal modes of vibrations with frequencies νj the vibration energy is the sum of energies of all modes. Therefore, qvib must be a product: qvib = f Y j=1 1 1 − e−hνj /kT The internal energy and heat capacity per one molecule are sums of contributions from each normal mode: Evib = f X hνj hνj /kT e −1 j=1 A crystal consisting of N atoms can be treated as a one big molecule with f =3N normal modes. If we assume that all these modes have the same frequency equal νE then 2 hνE /kT e hνE hν E Evib = 3N hν /kT CVvib = 3N k e E −1 kT (ehνE /kT − 1)2 This is Einstein’s theory of the heat capacity of crystals - quite good for intermediate and high temperatures but poor for low temperatures. Debye’s theory of heat capacity of crystals The assumption that all frequencies in the crystals are identical is too drastic. In reality there exists a distribution of frequencies given by the funciton g(ν) such that g(ν)dν = the number of normal modes with frequencies between ν and ν+dν The sum over all normal modes can then be given by the integral: Z νmax hν g(ν)dν Evib = exp(hν/kT ) − 1 0 Debye assumed that 1 2 + g(ν) = 4πV ν 2 = Aν 2 for ν < νmax cl ct where cl i ct are the longitudinal and transverse sound velocities in the crystal. Then: Z Z νmax hν 3dν k4T 4 ΘD /T x3 dx =A 3 Evib = A exp(hν/kT ) − 1 h ex − 1 0 0 where ΘD = hνmax/h is the so called Debye temperature. When T ΘD then: Evib ∼ T 4 oraz CV ∼ T 3 . When νmax=∞ (photons) we get the Planck distribution and the Stefan law. Spectral function g(ν) in a crystal Comparison of Einstein’s and Debye’s theories Comparison of Debye theory with experiment Spectrum of relict radiation from a big-bang. T =2.73K Comparison with Planck’s distribution Canonical distribution. Electronic excitations Electronic partition function is computed directly from its definition preforming the summation over relevant electronic states. X −el qel = e i /kT i Usually it is sufficient to include only the lowest electronic states resulting from the spin-orbit coupling. For example, for the NO molecule the ground electronic state 2Π splits into two states 2Π3/2 i 2Π1/2 differing by the excitation energy equal to ∆el/k=178 K. For NO qel has then the form: qel = 2 + 2e−Θel/T where Θel =178 K. Such partition function gives at T =178 K a characteristic maximum on the heat capacity as a function of temperature, known as Schottky anomaly. If the nuclei have a spin different from zero (e.g. the nitrogen or deuterium) then to the product of all partition functions we have to include the factor of the nuclear partition function Y qnucl = (2sj + 1), j where sj is the spin of the jth nucleus. Canonical distribution. Application to chemical equilibrium The equilibrium constant for the chemical reaction nA A + nB B nC C + nD D in the gas phase is defined as follows: Kp(T ) = n n n pAA nB , pB pCC pDD where X is the partial pressure of substance X, X=A, B, C, D, and nX is it stoichiometric coefficient. Kp(T ) is the equilibrium constant in terms of pressures. It is useful to consider also the equilibrium constant in terms of particle numbers KN (T ), defined analogously as Kp(T ), but with partial pressures replaced by numbers of molecules NX of substances: n KN (T ) = n NC C ND D n NA A nB , NB Using the equation p = N kT /V connecting partial pressures with particle numbers it is easy to show that these two equilibrium constants are related as follows nC+nD−nA−nB kT Kp(T ) = KN (T ). V Canonical distribution. Application to chemical equilibrium Using the canonical (Gibbs) distribution one an derive the following, basic formula for the equilibrium constant KN (T ): KN (T ) = n n n q̃A A nB , q̃B q̃C C q̃D D where q̃X is the partition function of molecule X defined formally the same way as before X q̃ = e−˜i/kT i but with molecular energy levels ˜i measured relative to the energy of free, separated atoms (rather than relative to the energy of the ground state of a molecule. The energy of separated atoms is higher than E0 and differs from E0 by the atomization energy D0 (energy of dissociation into atoms). Thus ˜i = i − D0 and, in consequence, q̃ = eD0/kT q. Canonical distribution. Application to chemical equilibrium When we use the usual partition funcions qX computed relative to the energy of the ground state then the equilibrium constant KN (T ) is expressed as: KN (T ) = e∆D0/kT n n n qAA nB . qB qCC qDD where ∆D0 = nC D0C + nD D0D − nA D0A − nB D0B and D0X is the atomization energy of the molecule X. Since D0X is equal to the energy of atoms minus the energy of the ground state E0X and since the total number of atoms does not change during the chemical reaction we have ∆D0 = −∆E0 where ∆E0 = nC E0C + nD E0D − nA E0A − nB E0B is the reaction energy at zero temperature (∆E0 < 0 for exothermic reactions). The obtained expression for KN (T ) can be computed using spectroscopic data and gives usually more accurate results than measurement of KN (T ).