Renewal properties of the $d=1$ Ising model
Marzio Cassandro, Immacolata Merola, Errico Presutti

TL;DR
This paper studies the one-dimensional Ising model with Kac potentials at low temperature, showing that its magnetization exhibits a renewal process structure with alternating phases near two equilibrium values.
Contribution
It demonstrates that the marginal of the DLR measure in this model forms a renewal process, revealing detailed renewal properties of the phase structure.
Findings
Magnetization alternates between phases near ±m_β
The process of phase intervals is a renewal process
Results hold for sufficiently small Kac scaling parameter γ
Abstract
We consider the Ising model with Kac potentials at inverse temperature where mean field predicts a phase transition with two possible equilibrium magnetization , . We show that when the Kac scaling parameter is sufficiently small typical spin configurations are described (via a coarse graining) by an infinite sequence of successive plus and minus intervals where the empirical magnetization is "close" to and respectively . We prove that the corresponding marginal of the unique DLR measure is a renewal process.
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