Dynamical phase transition for the homogeneous multi-component Curie-Weiss-Potts model
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2022
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| author | Mun, Kyunghoo |
| author_facet | Mun, Kyunghoo |
| contents | In this paper, we study the homogeneous multi-component Curie-Weiss-Potts model with $q \geq 3$ spins. The model is defined on the complete graph $K_{Nm}$, whose vertex set is equally partitioned into $m$ components of size $N$. For a configuration $σ: \{1, \cdots, Nm\} \to \{1, \cdots, q\},$ the Gibbs measure is defined by $$
μ_{N,β}(σ) =\frac{1}{Z_{N,β}} \exp\Big(\fracβ{N} \sum_{v,w=1}^{Nm}\mathcal{J}(v,w)\, \mathbb{1}_{\{σ(v)=σ(w)\}}\Big), $$ where $Z_{N, β}$ is a normalizing constant, and $β>0$ is the inverse temperature parameter. The interaction coefficients are $ \mathcal{J}(v, w) = \frac{J}{1 + (m-1) λ}$, for $v, w$ in the same component, and $\mathcal{J}(v, w) = \frac{J λ}{1 + (m-1)λ}$ for $v, w$ in the different components, where $λ\in (0, 1)$ is the relative strength of inter-component interaction to intra-component interaction, and $J>0$ is the effective interaction strength. We identify a dynamical phase transition at the critical inverse temperature $β_{\operatorname{cr}} = β_{s}(q)/J$, where $β_{s}(q)$ is maximal inverse temperature guaranteeing a unique critical point of the free energy in the Curie-Weiss-Potts model arXiv:1204.4503. By extending the aggregate path method arXiv:1312.6728 to our multi-component setting, we prove $O(N \log N)$ mixing time in the high-temperature regime $β<β_{s}(q)/J.$ In the low-temperature regime $β> β_{s}(q)/J,$ we further show exponential mixing time by a metastability. This is the first result for the dynamical phase transition in the multi-component Potts model. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2211_11463 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | Dynamical phase transition for the homogeneous multi-component Curie-Weiss-Potts model Mun, Kyunghoo Probability Statistical Mechanics Mathematical Physics In this paper, we study the homogeneous multi-component Curie-Weiss-Potts model with $q \geq 3$ spins. The model is defined on the complete graph $K_{Nm}$, whose vertex set is equally partitioned into $m$ components of size $N$. For a configuration $σ: \{1, \cdots, Nm\} \to \{1, \cdots, q\},$ the Gibbs measure is defined by $$ μ_{N,β}(σ) =\frac{1}{Z_{N,β}} \exp\Big(\fracβ{N} \sum_{v,w=1}^{Nm}\mathcal{J}(v,w)\, \mathbb{1}_{\{σ(v)=σ(w)\}}\Big), $$ where $Z_{N, β}$ is a normalizing constant, and $β>0$ is the inverse temperature parameter. The interaction coefficients are $ \mathcal{J}(v, w) = \frac{J}{1 + (m-1) λ}$, for $v, w$ in the same component, and $\mathcal{J}(v, w) = \frac{J λ}{1 + (m-1)λ}$ for $v, w$ in the different components, where $λ\in (0, 1)$ is the relative strength of inter-component interaction to intra-component interaction, and $J>0$ is the effective interaction strength. We identify a dynamical phase transition at the critical inverse temperature $β_{\operatorname{cr}} = β_{s}(q)/J$, where $β_{s}(q)$ is maximal inverse temperature guaranteeing a unique critical point of the free energy in the Curie-Weiss-Potts model arXiv:1204.4503. By extending the aggregate path method arXiv:1312.6728 to our multi-component setting, we prove $O(N \log N)$ mixing time in the high-temperature regime $β<β_{s}(q)/J.$ In the low-temperature regime $β> β_{s}(q)/J,$ we further show exponential mixing time by a metastability. This is the first result for the dynamical phase transition in the multi-component Potts model. |
| title | Dynamical phase transition for the homogeneous multi-component Curie-Weiss-Potts model |
| topic | Probability Statistical Mechanics Mathematical Physics |
| url | https://arxiv.org/abs/2211.11463 |