statistical thermodynamics

22
Statistical Statistical Thermodynami Thermodynami cs cs Basic principles and applications http://www.biochem.oulu.fi/Biocomputing/juffer/Teaching/ Biocomputing/ From microscopic interactions to macroscopic quantities.

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Statistical Thermodynamics

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Page 1: Statistical Thermodynamics

Statistical Statistical ThermodynamicsThermodynamics

Basic principles and applications

http://www.biochem.oulu.fi/Biocomputing/juffer/Teaching/Biocomputing/

From microscopic interactions tomacroscopic quantities.

Page 2: Statistical Thermodynamics

Thermodynamics (1)Thermodynamics (1)

First Law of Thermodynamics: The energy U of an isolated system is constant.

dwdqdU

Amount of heat supplied to the system.

Amount of work done on the system, e.g:

dTCdq V At constant V

dTCdq p At constant p

pdVdw Reversible pV-work

Mechanical work

qwU

Page 3: Statistical Thermodynamics

Thermodynamics (2)Thermodynamics (2)

)( charge of Change :

)(length of Change :

)( area surface of Change :

)( volumeof Change :

dqdq

dlfdl

dd

dVpdV

Types of mechanical work

potential ticElectrosta :

Length :

tensionSurface :

l

Page 4: Statistical Thermodynamics

Thermodynamics (3)Thermodynamics (3)

The temperature T of a system of N particles is a quantity related to the averaged kinetic energy of the disordered motion of the particle in the C-frame of reference.

2, 2

11ii

iavek vm

NET

Mass of particle iVelocity of particle i

Thermal equilibrium:Average kinetic energy is the same in all regions of the system

Page 5: Statistical Thermodynamics

Thermodynamics (4)Thermodynamics (4)

Second Law of Thermodynamics: The entropy S of an isolated system increases during any spontaneous change.

Lowentropy

gas

Highentropy

Spontaneous

Not observed

0S

Page 6: Statistical Thermodynamics

Thermodynamics (5)Thermodynamics (5)

Only irreversible processes generate entropy. The entropy change of reversible

process is exactly zero. Most basic irreversible process is

the generation of heat:

T

dqdS

Page 7: Statistical Thermodynamics

Thermodynamics (6)Thermodynamics (6)

System

Surroundings

System + Surroundings = Universe

0

universe

gssurroundinuniverse

dS

dSdSdS

For an equilibrium process

gssurroundindS

T

dq gssurroundin

dS

0universedS

Overall entropy productionThe universe seeks higher entropy

Heat:

Page 8: Statistical Thermodynamics

Thermodynamics (7)Thermodynamics (7)

0T

dqdSConcentrate on the system:

dq : heat supplied to the systemdS : Change of entropy of system due to internal processes.

0

0

0

dA

TdSdUT

dUdS

dqdU

At Constant Vno pV-work

dw=0

At constant pressureNo non-pV work

dp=0

0

0

0

dG

TdSdHT

dHdS

dHdq

Vdpdq

VdppdVpdVdq

VdppdVdUdH

pVUH

dwdqdU

Page 9: Statistical Thermodynamics

Thermodynamics (8)Thermodynamics (8)

energy free Gibbs

energy free Helmholtz

TSHG

TSUA

ST

H

T

G

STHG

universe theofentropy Total :

gssurroundin theofEntropy :

system theofEntropy :

T

GT

H

S

00 T

GG For a natural or

spontaneous change.

Page 10: Statistical Thermodynamics

Microscopic world versus macroscopic world

Classicalmechanics

Quantummechanics

Statisticalmechanics

Macroscopicquantities

Statistical Averaging

MicroscopicInteractionsPhase space

Wave function

Observables:Dynamic and

Thermodynamic quantities

Page 11: Statistical Thermodynamics

Concept of an ensembleConcept of an ensemble Members of the ensemble

represents a state of a system in accordance with external macroscopic parameters (e.g. N, V, T).

A state is either defined classically (a point in phase space) or quantum mechanically (quantum numbers).

Mechanical quantities M are averages over the ensemble: Pressure, volume, energy, ….. But not entropy S and free energies

(A, G).

1 2

N

i

iiMPM

Pi is probability of state i.

i

Page 12: Statistical Thermodynamics

A point in phase spaceA point in phase space

{p}

{q}

momenta

Coordinates

N particles

6N dimensionalspace

One-dimensionalharmonic oscillator

2N dimensionalphase spaceTrajectory

Up

Page 13: Statistical Thermodynamics

Quantum numbersQuantum numbers The state of the system is fully described by the

wave function. The state of the system is fully described by a

set of quantum numbers (n, m, l, …..). The total energy of the system is given from

Schrödinger equation. An observable such as the energy E corresponds to an operator such as H.

t,...,, 21 rr EH

Page 14: Statistical Thermodynamics

Probability of state Probability of state ii(quantum version)(quantum version)

i

iiMPM Average of quantum (discrete) states:Probability Pi depends on the type ofensemble.

iE

i eTVNQ

TVNP ,,

1),,(

Canonical ensemble (N,V,T)(E, p, … fluctuating) kT

1

k: Boltzmann’s constant

T: Temperature

E i

EieQ

i

Ei

Ei

i

i

e

eMM

Boltzmann factor

Partition function

P

Page 15: Statistical Thermodynamics

Free energy and entropy (1)Free energy and entropy (1)

QkTA ln

Partition function plays central in equilibrium statistical thermodynamics

Helmholtz free energy.

i

EieQ

QkT

QkTPPkS

VNiii ln

lnln

,

Entropy

i

Ei

Ei

TNie

ep

V

QkTp

,

ln Pressure

AUTS

Page 16: Statistical Thermodynamics

Free energy and entropy (2)Free energy and entropy (2)

Both entropy and free energy depend on the full phase space, or: One must sample all possible

states. Reason: Entropy:

QkTTSUA ln

Internal energyEnsemble average

Page 17: Statistical Thermodynamics

Free energy and entropy (3)Free energy and entropy (3)

Pi

States i

i

ii PPkS ln

S, A and G are very difficult to compute.

Page 18: Statistical Thermodynamics

The solute chemical potentialThe solute chemical potentialfrom thermodynamics (1)from thermodynamics (1)

Solute in a solvent

akT ln

m

ma

Standardchemical potential(reference state)

: Activity coefficientm : Molality (molarity)

mol/kg (mol/m3)m=1 mol/kg

Activity

Page 19: Statistical Thermodynamics

The solute chemical potentialThe solute chemical potentialfrom thermodynamics (2)from thermodynamics (2)

Solute in a solvent

lnln kTm

mkT

m

mkT ln Measures the deviation from

standard molality (molarity).

lnkTMeasures the deviation from ideality:

Interactions between solute molecules.1 if m0 At very low concentration (dilute).

Page 20: Statistical Thermodynamics

Equilibrium constant from Equilibrium constant from thermodynamics (1)thermodynamics (1)

ABBA Chemical equilibrium condition

ABBA

KkTG BAAB ln

m

mm

mm

m

aa

aK

BA

AB

BA

AB

BA

AB

m

mmkT

mm

mkTG

BA

AB

BA

AB

lnln

Experimentally: Measurement of concentrations provides Konly if it is assumed that =1 for all reactants.

K is dimensionless

0G

Page 21: Statistical Thermodynamics

Equilibrium constant from Equilibrium constant from thermodynamics (2)thermodynamics (2)

Solution

GasTransfer of solute from one phaseto another phase:

gassol AA

lnlnlnt kTfkTmp

pmkTG

fkTp

pkTgg lnln

Real gas

Page 22: Statistical Thermodynamics

Equilibrium constant from Equilibrium constant from thermodynamics (3)thermodynamics (3)

Previous formulation for G (or K) is not suitable for computational purposes. Instead what is required are expressions for: Standard chemical potential or some related

quantity. Activity coefficients, for low or moderate to high

concentrated solutions.