Renewal properties of the $d=1$ Ising model
We consider the $d=1$ Ising model with Kac potentials at inverse temperature $β>1$ where mean field predicts a phase transition with two possible equilibrium magnetization $\pm m_β$, $m_β>0$. We show that when the Kac scaling parameter $γ$ 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 $m_β$ and respectively $-m_β$. We prove that the corresponding marginal of the unique DLR measure is a renewal process.