Doubts on 2D and 3D Ising Model

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Discussion Overview

The discussion revolves around the Ising model in two and three dimensions, focusing on the nature of phase transitions, specifically second order and first order transitions, as indicated by the behavior of susceptibility and specific heat at the critical temperature T_c. Participants explore theoretical implications and experimental observations related to these transitions.

Discussion Character

  • Debate/contested
  • Technical explanation
  • Conceptual clarification

Main Points Raised

  • Some participants note that the Ising model exhibits a second order phase transition at T_c, characterized by the behavior of susceptibility and specific heat, with specific heat showing a Dirac delta behavior for both d=2 and d=3.
  • Questions arise regarding the value of α for specific heat, with some suggesting that α=0 for d=2 implies a logarithmic divergence, while others seek clarification on whether the Ising model has a second order phase transition for both susceptibility and specific heat.
  • There is a proposal that a first order phase transition may occur when varying the external magnetic field, with some participants questioning if this leads to a jump in magnetization.
  • One participant emphasizes that varying the external field h below T_c does not cause a phase change, although a discontinuous change in magnetization can occur, which is still considered part of the ferromagnetic phase.
  • Clarifications are made regarding the definition of the order parameter, with a consensus that in the Ising model, the order parameter is the magnetization itself.

Areas of Agreement / Disagreement

Participants express differing views on the implications of specific heat behavior and the nature of phase transitions in the Ising model, indicating that multiple competing views remain without a clear consensus.

Contextual Notes

Some participants highlight the importance of definitions, such as the distinction between phase changes and changes in magnetization, and the role of the order parameter in understanding phase transitions.

Who May Find This Useful

This discussion may be of interest to those studying statistical mechanics, phase transitions, or the Ising model, particularly in the context of theoretical and experimental physics.

Tilde90
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Considering d=2 or d=3, the Ising model exhibits a second order phase transition at the critical temperature T_c, where the system goes from an ordered phase (spins preferably aligned in a certain direction) to a disordered one. This is reflected by the behaviour of the susceptibility, similar to a Dirac delta in T_c; and, being the susceptibility a second order derivative of the free energy, we talk about second order phase transition.

Let's pass to the specific heat. Experimental results show that in T_c also the specific heat has a Dirac delta beaviour, for both d=2 and d=3; the literature usually says that C(T) \sim |T_c-T|^{-\alpha}, with \alpha=0 for d=2 and \alpha\sim 0.11 for d=3.

Now, my questions are:

- Why \alpha=0 for d=2, if numerical results show a Dirac delta behaviour? And, if this divergence really exists, I guess that we can't talk of first order transition, being the specific heat a first derivative of energy (and not of free energy). Am I right?

- When does the Ising model exhibits a first order phase transition? I've read that in presence of an external magnetic field the magnetization can show a "jump", and hence a first order transition. Is this true?
 
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I didn't consider that heat capacity is actually a second derivative of Helmholtz free energy F. Anyway, my question remains: has the 2D/3D Ising model a second order phase transition for both the susceptibility and the specific heat? And is there a first order phase transition when considering to vary the external field h?
 
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Apparently, with \alpha=0 it is implied for the specific heat to diverge logarithmically, i.e. \sim -\log(1-T/T_c). Hence, I guess that we can consider the heat capacity as another expression of the second phase transition, being the specific heat a second derivative of the free energy.

Now, just one question remains: is it true that, for a fixed T<T_c, there is a first order transition, i.e. a jump in the magnetization when varying the external field h?
 
If we define Tc as the zero-field critical temperature for the ferromagnetic phase transition, then for T<Tc, varying h does not cause any phase change. There can be a discontinuous change in the magnetization (if we start in a ferromagnetic phase pointing along h and then we gradually make h go to some big value pointing opposite to the magnetization, then the magnetization can flip) but this is still a ferromagnetic phase. (Think hysteresis: Hysteresis - Wikipedia, the free encyclopedia.) You don't want to define a phase in terms of the magnetization vector because turning a magnet should not change its phase. Instead you should look at the order parameter.
 
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Jolb said:
If we define Tc as the zero-field critical temperature for the ferromagnetic phase transition, then for T<Tc, varying h does not cause any phase change. There can be a discontinuous change in the magnetization (if we start in a ferromagnetic phase pointing along h and then we gradually make h go to some big value pointing opposite to the magnetization, then the magnetization can flip) but this is still a ferromagnetic phase. (Think hysteresis: Hysteresis - Wikipedia, the free encyclopedia.) You don't want to define a phase in terms of the magnetization vector because turning a magnet should not change its phase. Instead you should look at the order parameter.

Thank you! This makes perfectly sense.

Just a question: with order parameter you mean the temperature, right?

EDIT: The order parameter in the Ising model is the magnetization itself, which is different from zero in the ordered phase (and viceversa).
 
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