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Published on: September 13, 2019
Measuring free energy in spin-lattice models using parallel tempering Monte Carlo
1Department of Physics, University of Massachusetts, Amherst, Massachusetts 01003, USA.
A new method efficiently measures absolute free energy in spin lattice models using parallel tempering Monte Carlo. This approach is comparable to population annealing Monte Carlo, requiring minimal code changes.
Area of Science:
- Computational physics
- Statistical mechanics
Background:
- Calculating absolute free energy in spin lattice models is computationally demanding.
- Existing methods like population annealing Monte Carlo (PAMC) are effective but can be complex.
Purpose of the Study:
- To present an efficient and simple method for measuring absolute free energy in spin lattice models.
- To compare the performance of the proposed method against population annealing Monte Carlo.
Main Methods:
- Utilized a two-stage parallel tempering Monte Carlo (PTMC) combined with the free energy perturbation method.
- Employed the three-dimensional Edwards-Anderson Ising spin glass model for benchmark testing.
- Compared results with population annealing Monte Carlo (PAMC).
Main Results:
- The proposed PTMC approach requires minimal modifications to standard PTMC codes and has little overhead.
- PTMC achieved comparable efficiency in measuring absolute free energy to PAMC, despite using fewer temperatures.
- Simulating each temperature for longer durations in PTMC contributed to its efficiency.
Conclusions:
- The two-stage parallel tempering Monte Carlo method offers an efficient and accessible alternative for absolute free energy calculations.
- This method provides a viable and less complex approach for studying spin lattice models.
- The findings suggest that optimizing simulation time per temperature can be as effective as increasing the number of temperatures.
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