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Monte Carlo in different ensembles Chapter 5

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1 Monte Carlo in different ensembles Chapter 5
NVT ensemble NPT ensemble Grand-canonical ensemble Exotic ensembles

2 Statistical Thermodynamics
Partition function Ensemble average Probability to find a particular configuration Free energy

3 Ensemble average Generate configuration using MC: with

4 Detailed balance o n

5 NVT-ensemble

6

7 NPT ensemble We control the temperature, pressure, and number of particles.

8 The energy depends on the real coordinates
Scaled coordinates Partition function Scaled coordinates The energy depends on the real coordinates This gives for the partition function

9 The perfect simulation ensemble
Here they are an ideal gas Here they interact What is the statistical thermodynamics of this ensemble?

10 The perfect simulation ensemble: partition function

11 To get the Partition Function of this system,
we have to integrate over all possible volumes: Now let us take the following limits: As the particles are an ideal gas in the big reservoir we have:

12 To make the partition function dimension less
We have To make the partition function dimension less This gives:

13 NPT Ensemble Detailed balance Partition function:
Probability to find a particular configuration: Detailed balance Sample a particular configuration: Change of volume Change of reduced coordinates Acceptance rules ??

14 Detailed balance o n

15 NPT-ensemble Suppose we change the position of a randomly selected particle

16 NPT-ensemble Suppose we change the volume of the system

17 Algorithm: NPT Randomly change the position of a particle
Randomly change the volume

18

19

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21 NPT simulations

22 Grand-canonical ensemble
What are the equilibrium conditions?

23 Grand-canonical ensemble
We impose: Temperature Chemical potential Volume But NOT pressure

24 Here they are an ideal gas
The Murfect ensemble Here they are an ideal gas Here they interact What is the statistical thermodynamics of this ensemble?

25 The Murfect simulation ensemble: partition function

26 To get the Partition Function of this system,
we have to sum over all possible number of particles Now let us take the following limits: As the particles are an ideal gas in the big reservoir we have:

27 MuVT Ensemble Detailed balance Partition function:
Probability to find a particular configuration: Detailed balance Sample a particular configuration: Change of the number of particles Change of reduced coordinates Acceptance rules ??

28 Detailed balance o n

29 mVT-ensemble Suppose we change the position of a randomly selected particle

30 mVT-ensemble Suppose we change the number of particles of the system

31

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33 Application: equation of state of Lennard-Jones

34 Application: adsorption in zeolites

35 Exotic ensembles What to do with a biological membrane?

36 Model membrane: Lipid bilayer
hydrophilic head group two hydrophobic tails water water

37

38 Questions What is the surface tension of this system?
What is the surface tension of a biological membrane? What to do about this?

39 Phase diagram: alcohol

40 Simulations at imposed surface tension
Simulation to a constant surface tension Simulation box: allow the area of the bilayer to change in such a way that the volume is constant.

41 Constant surface tension simulation
A L = A’ L’ = V

42 Tensionless state: g = 0 g(Ao) = 2.5 +/- 0.3 g(Ao) = 2.9 +/- 0.3


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