TY - JOUR
T1 - APPROXIMATION METHOD TO METASTABILITY
T2 - AN APPLICATION TO NONREVERSIBLE, TWO-DIMENSIONAL ISING AND POTTS MODELS WITHOUT EXTERNAL FIELDS
AU - Kim, Seonwoo
AU - Seo, Insuk
N1 - Publisher Copyright:
© Institute of Mathematical Statistics, 2025
PY - 2025
Y1 - 2025
N2 - The main contribution of the current study is two-fold. First, we investigate the energy landscape of the Ising and Potts models on finite two-dimensional lattices without external fields in the low-temperature regime. The complete analysis of the energy landscape of these models was unknown because of its complicated plateau saddle structure between the ground states. We characterize this structure completely in terms of a random walk on the set of subtrees of a ladder graph. Second, we provide a considerable simplification of the well-known potential-theoretic approach to metastability. In particular, by replacing the role of variational principles, such as the Dirichlet and Thomson principles, with an H1-approximation of the equilibrium potential, we develop a new method that can be applied to nonreversible dynamics as well in a simple manner. As an application of this method, we analyze metastable behavior of not only the reversible Metropolis–Hastings dynamics but also of several interesting nonreversible dynamics associated with the low-temperature Ising and Potts models explained above and derive the Eyring–Kramers law and the Markov chain model reduction of these models.
AB - The main contribution of the current study is two-fold. First, we investigate the energy landscape of the Ising and Potts models on finite two-dimensional lattices without external fields in the low-temperature regime. The complete analysis of the energy landscape of these models was unknown because of its complicated plateau saddle structure between the ground states. We characterize this structure completely in terms of a random walk on the set of subtrees of a ladder graph. Second, we provide a considerable simplification of the well-known potential-theoretic approach to metastability. In particular, by replacing the role of variational principles, such as the Dirichlet and Thomson principles, with an H1-approximation of the equilibrium potential, we develop a new method that can be applied to nonreversible dynamics as well in a simple manner. As an application of this method, we analyze metastable behavior of not only the reversible Metropolis–Hastings dynamics but also of several interesting nonreversible dynamics associated with the low-temperature Ising and Potts models explained above and derive the Eyring–Kramers law and the Markov chain model reduction of these models.
KW - Eyring–Kramers law
KW - Ising model
KW - Markov chain model reduction
KW - Metastability
KW - Potts model
KW - approximation method
KW - nonreversible systems
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U2 - 10.1214/24-AOP1717
DO - 10.1214/24-AOP1717
M3 - Article
AN - SCOPUS:105000347182
SN - 0091-1798
VL - 53
SP - 597
EP - 667
JO - Annals of Probability
JF - Annals of Probability
IS - 2
ER -