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Generalized Langevin equation formulation for anomalous diffusion in the Ising model at the critical temperature
Wei Zhong1, Debabrata Panja1, Gerard T Barkema1
1Department of Information and Computing Sciences, Utrecht University, Princetonplein 5, 3584 CC Utrecht, The Netherlands.
Physical Review. E
|August 17, 2018
Summary
Anomalous diffusion in the Ising model arises from time-dependent forces, mirroring polymer dynamics. A generalized Langevin equation explains this behavior and the model's response to magnetic fields.
Area of Science:
- Statistical physics
- Complex systems
Background:
- The Ising model is a fundamental model in statistical physics.
- Anomalous diffusion is observed in various complex systems, including polymers.
Purpose of the Study:
- To investigate anomalous diffusion in 2D and 3D Ising models.
- To establish a theoretical framework explaining anomalous diffusion and response in the Ising model.
Main Methods:
- Monte Carlo spin flip dynamics simulations.
- Development of a memory-kernel based generalized Langevin equation (GLE).
- Derivation of memory kernels from spin-spin correlation functions.
Main Results:
- Demonstrated anomalous diffusion in bulk and tagged magnetizations for 2D and 3D Ising models.
- Identified time-dependent restoring forces decaying as power laws as the cause of anomalous diffusion.
- Showcased the applicability of a GLE formulation, analogous to polymeric systems, for the Ising model.
Conclusions:
- Anomalous diffusion in the Ising model is driven by power-law decaying restoring forces.
- The GLE framework consistently explains both anomalous diffusion and the Ising model's response to external magnetic fields.
- The study highlights striking similarities between critical phenomena in magnetic systems and dynamics in polymeric systems.
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