NVT/NPT Monte Carlo Simulation - Thermodynamics Explained

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SUMMARY

The discussion focuses on the implementation of Monte Carlo simulations using the NVT and NPT ensembles, specifically utilizing the Metropolis algorithm. The user initially formulates the Boltzmann factor as exp(-βΔU) for the NVT ensemble, where ΔU represents potential energy changes. When transitioning to the NPT ensemble, the user questions the additional term in the Boltzmann factor, which is exp(-β(ΔU+pΔV-NkTln(V'/V)). The extra term arises from the entropy change associated with volume fluctuations, represented as TdS, confirming the relationship between enthalpy and thermodynamic principles.

PREREQUISITES
  • Understanding of Monte Carlo simulations and the Metropolis algorithm.
  • Familiarity with thermodynamic concepts such as internal energy, enthalpy, and entropy.
  • Knowledge of statistical mechanics, particularly the Boltzmann distribution.
  • Experience with NVT and NPT ensembles in computational physics.
NEXT STEPS
  • Explore the derivation of the Boltzmann factor in NPT ensembles.
  • Study the relationship between entropy and volume changes in thermodynamics.
  • Learn about the implementation of the Metropolis algorithm in Monte Carlo simulations.
  • Investigate the effects of temperature and pressure on phase transitions in simulations.
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Researchers and practitioners in computational physics, particularly those working with Monte Carlo methods, thermodynamics, and statistical mechanics. This discussion is beneficial for anyone looking to deepen their understanding of ensemble simulations and thermodynamic principles.

pyscho
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Hello,

I am working on a MC simulation of a solid using NVT ensemble with Metropolis algorithm. The botlzman factor is of the form exp(-βΔU(r1,r2...rN)), where U is just the potential energy.

From thermodyanmics, dU=dq+dw (dq is the amount of heat put in, and dw is the amount of work done on the system). Since there is no work done (constant volume). dU=dq. Therefore this factor makes sense to me.

Now what I would like to do is let the volume change under constant pressure and temperature. That requires NPT ensemble. Again from thermodynamics du=dq+dw, but since volume is changing, dU=dq-pdV=dq-d(pV), thus d(U+pV)=dq. That's the enthalpy. What I would expect the Boltzmann factor to be is exp(-β(ΔU+pΔV)). Am I thinking wrong? However, I found it to be in the form exp(-β(ΔU+pΔV-NkTln(V'/V)) where V'=V+ΔV. Where does this extra term come from!?

Thank you very much for your help.
 
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pyscho said:
Hello,

I am working on a MC simulation of a solid using NVT ensemble with Metropolis algorithm. The botlzman factor is of the form exp(-βΔU(r1,r2...rN)), where U is just the potential energy.

From thermodyanmics, dU=dq+dw (dq is the amount of heat put in, and dw is the amount of work done on the system). Since there is no work done (constant volume). dU=dq. Therefore this factor makes sense to me.

Now what I would like to do is let the volume change under constant pressure and temperature. That requires NPT ensemble. Again from thermodynamics du=dq+dw, but since volume is changing, dU=dq-pdV=dq-d(pV), thus d(U+pV)=dq. That's the enthalpy. What I would expect the Boltzmann factor to be is exp(-β(ΔU+pΔV)). Am I thinking wrong? However, I found it to be in the form exp(-β(ΔU+pΔV-NkTln(V'/V)) where V'=V+ΔV. Where does this extra term come from!?

Thank you very much for your help.

I think,in this case dU has been take into two parts:
1.ΔU;that is an internal interaction change of energy,and
2.PdV-TdS;that the exra term which u see is TdS=nkTln(V'/V)
maybe!?
 

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