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Interacting Particle Systems and Phase Transitions

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Abstract

In this chapter, we discuss systems with interacting particles. As we shall see, when the interactions among the particles are significant, the system exhibits a certain collective behavior that, in the thermodynamic limit, may be subjected to phase transitions, that is, abrupt changes in the behavior of the system in the presence of a gradual change in an external control parameter, like temperature, pressure, or magnetic field.

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Notes

  1. 1.

    Another way to understand the dependence is to observe that occupation numbers \(\{N_r\}\) are dependent via the constraint on their sum. This is different from the grand–canonical ensemble, where they are independent.

  2. 2.

    The reader can find the derivations in any textbook on elementary statistical mechanics, for example, [2, Chap. 9].

  3. 3.

    Here we use the principle of ensemble equivalence.

  4. 4.

    This is a caricature of the Lennard–Jones potential function \(\phi (\xi )\propto [(d/\xi )^{12}-(d/\xi )^6]\), which begins from \(+\infty \), decreases down to a negative minimum, and finally increases and tends to zero.

  5. 5.

    Note, in particular, that for \(J=0\) (i.i.d. spins) we get paramagnetic characteristics \(m(\beta ,B)=\tanh (\beta B)\), in agreement with the result pointed out in the example of two–level systems, in the comment that follows Example 2.3.

  6. 6.

    Once again, for \(J=0\), we are back to non–interacting spins and then this equation gives the paramagnetic behavior \(m=\tanh (\beta B)\).

  7. 7.

    In a nutshell, annealing means slow cooling, whereas quenching means fast cooling, that causes the material to freeze without enough time to settle in an ordered structure. The result is then a disordered structure, modeled by frozen (fixed) random parameters, \({\varvec{J}}\).

References

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Correspondence to Neri Merhav .

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Merhav, N. (2018). Interacting Particle Systems and Phase Transitions. In: Statistical Physics for Electrical Engineering. Springer, Cham. https://doi.org/10.1007/978-3-319-62063-3_5

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  • DOI: https://doi.org/10.1007/978-3-319-62063-3_5

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  • Publisher Name: Springer, Cham

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