Abstract
This paper contains three types of results:
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the construction of ground state solutions for a long-range Ising model whose interfaces stay at a bounded distance from any given hyperplane,
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the construction of nonlocal minimal surfaces which stay at a bounded distance from any given hyperplane,
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the reciprocal approximation of ground states for long-range Ising models and nonlocal minimal surfaces.
In particular, we establish the existence of ground state solutions for long-range Ising models with planelike interfaces, which possess scale invariant properties with respect to the periodicity size of the environment. The range of interaction of the Hamiltonian is not necessarily assumed to be finite and also polynomial tails are taken into account (i.e. particles can interact even if they are very far apart the one from the other). In addition, we provide a rigorous bridge between the theory of long-range Ising models and that of nonlocal minimal surfaces, via some precise limit result.
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Notes
Unfortunately, there seems to be no common agreement in scientific papers about a coherent use of the terminology “phase transition” and “phase coexistence”. The present paper is, in a sense, related to the study of phase coexistence phenomena, in which the ambient spaces is separated, roughly speaking, into two regions with different phases. In most of the mathematical literature, however, the description of similar models based on partial differential equations (such as the Allen–Cahn or Ginzburg–Landau equations) is referred to with the (perhaps rather inaccurate) name of phase transition.
As a historical remark, we also observe that the idea that simple discrete models at the atomic scale could lead to qualitative macroscopic modifications may go back, in its embryonic stages, at least to Democritus, who is alleged to claim that “by convention sweet is sweet, bitter is bitter, hot is hot, cold is cold, color is color; but in truth there are only atoms and the void”, see [31].
In our setting, the terminology “ground state” is used to denote minimizers of the Ising energy functional with respect to compact perturbations. From the point of view of statistical physics, we recall that the support of the equilibrium measures at zero temperature does not necessarily coincide with the ground state configurations, and this is indeed a rather delicate issue, for which we refer the reader to [29] and Appendix B in [59].
We think that the restriction of the exponent of the power to be between d and \(d+1\) is not merely technical but reflects the different behavior that the problem presents at large scale: as a matter of fact, above a certain threshold, the interface of the problem “localizes” when seen from infinity, while below such threshold the interface keeps its nonlocal behavior at any scale. In this sense, the different treatment that we propose for different exponents is not a mere complication, but it reflects a real characteristic of the model considered. See [54] for an analogy with partial differential equations.
Here we adopt a partially misleading terminology, as the boundary \(\partial E\), and not the set E, should be regarded as the minimal surface, in conformity with the classical geometrical notion of perimeter. However, we have \({{\mathrm{Per}}}_K(E; \Omega ) = {{\mathrm{Per}}}_K(\mathbb {R}^d \setminus E; \Omega )\), for any set E, and thus no confusion should arise from this slightly improper notation.
Throughout the whole paper, \(Q_R\) denotes the closed cube of \(\mathbb {R}^d\) having sides of length 2R and centered at the origin, i.e.
$$\begin{aligned} Q_R := \Big \{ x \in \mathbb {R}^d : | x |_\infty \le R \Big \}. \end{aligned}$$We use the same notation for cubes in \(\mathbb {Z}^d\). That is, for \(\ell \in \mathbb {N}\cup \{ 0 \}\), we write
$$\begin{aligned} Q_\ell := \Big \{ i \in \mathbb {Z}^d : | i |_\infty \le \ell \Big \} = \big \{ -\ell , \ldots , -1, 0, 1, \ldots , \ell \big \}^d. \end{aligned}$$Cubes not centered at the origin are indicated with \(Q_R(x) := x + Q_R\) and \(Q_\ell (q) := q + Q_\ell \), with \(x \in \mathbb {R}^d\) and \(q \in \mathbb {Z}^d\).
As usual, we will denote by \(\lceil x \rceil \) the smallest integer greater than or equal to x, and by \(\lfloor x\rfloor \) the largest integer less than or equal to x.
Actually, the Lipschitz regularity assumption on the boundary of \(\Omega \) can be omitted for the deduction of the \(\Gamma \)-\(\liminf \) inequality.
Note that \(\widetilde{H}_{\mathcal {F}_{m, \omega }^{A, B}}\) differs from \(H_{\mathcal {F}_{m, \omega }}\) only with respect to the region over which the magnetic term B is extended. We take into account this slight modification, since \(B_{\mathcal {F}_{m, \omega }}\) might not be well-defined even under assumption (1.8), as the set \(\mathcal {F}_{m, \omega }\) is not finite.
The main reason to consider the auxiliary functional \(\widetilde{H}_{\mathcal {F}_{m, \omega }^{A, B}}\) is due to the presence of the magnetic term, which is not null in general but it has zero average on a particular domain. To take advantage of this feature, one can either select an appropriate order of summation, or perform a truncation argument. We chose to follow this latter strategy.
In this regard, observe that the family of configurations appearing in the definition of v is actually finite, thanks to the periodicity of \(u_{m, \omega }^{A, B}\).
As usual, \(\mathring{Q}\) denotes the interior of Q.
To be extremely precise, Lemma 5.3 gives a sequence of sets \(\{ \widetilde{E}_k \}_{k \in \mathbb {N}}\) with smooth boundaries such that
$$\begin{aligned} \left| [( \widetilde{E}_k \cap \Omega ) \cup (E \setminus \Omega ) ] \Delta E \right| \rightarrow 0 \quad \text{ and } \quad {{\mathrm{Per}}}_K \left( ( \widetilde{E}_k \cap \Omega ) \cup (E \setminus \Omega ); \Omega \right) \rightarrow {{\mathrm{Per}}}_K(E; \Omega ), \quad \text{ as } k \rightarrow +\infty . \end{aligned}$$Then, it is not hard to check that the sets \(E_k := (\widetilde{E}_k \cap \Omega _{1/k}) \cup (E \setminus \Omega _{1/k})\) fulfill (8.4) and (8.5).
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Acknowledgements
This work has been supported by the Alexander von Humboldt Foundation, the ERC grant 277749 E.P.S.I.L.O.N. “Elliptic Pde’s and Symmetry of Interfaces and Layers for Odd Nonlinearities”, the PRIN grant 201274FYK7 “Aspetti variazionali e perturbativi nei problemi differenziali nonlineari”, the “María de Maeztu” MINECO Grant MDM-2014-0445 and the MINECO Grant MTM2014-52402-C3-1-P.
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Appendices
Appendix 1: Proof of Lemma 5.3
In the present appendix, we provide a proof of Lemma 5.3 in full details. As mentioned right after its statement in Sect. 5, our argument is based on the strategies already followed in e.g. [19, 35, 41].
Throughout the section, we implicitly suppose conditions (1.18) and (1.19) to be in force. Although the result may in fact hold under weaker hypotheses, we always suppose for simplicity that K satisfies both these assumptions. However, we stress that none of the steps of the proof require the periodicity hypothesis (1.20) to be valid, that we therefore do not suppose to hold.
After these introductory remarks, we may now head to the proof of Lemma 5.3.
Proof of Lemma 5.3
First, notice that, by (1.19) and the fact that F has finite K-perimeter, the characteristic function \(\chi _F\) belongs to the fractional Sobolev space \(W^{s, 1}(\Omega )\). Hence, by standard density results (see e.g. [36, Theorem 1.4.2.1]), there exists a sequence \(\{ \varphi _n \}_{n \in \mathbb {N}} \subset W^{s, 1}(\Omega ) \cap C^\infty (\overline{\Omega })\) such that
By using again (1.19), this ensures that
For \(t \in (0, 1)\), we let
Clearly, \(F_n \setminus \overline{\Omega } = F \setminus \overline{\Omega }\), which proves (5.9).
Also, Morse-Sard’s Theorem tells that, for a.e. \(t \in (0, 1)\), the boundary of the level set \(\{ \varphi _n > t \}\) is a smooth hypersurface. Hence \(\partial F_n\) is smooth inside \(\overline{\Omega }\), which gives (5.8).
We now claim that for a.e. \(t \in (0, 1)\) fixed,
and
up to a subsequence, that is (5.10) and (5.11), respectively.
We begin by checking (9.3). Let \(\tau \in (0, 1)\) and notice that
From this, we deduce that
Therefore, using this and (9.1),
Claim (9.3) follows as a particular case by taking \(\tau = t\) in formula (9.5) above and recalling that \(F_n \setminus \overline{\Omega } = F \setminus \overline{\Omega }\).
Next, we address the convergence of the perimeters stated in (9.4). Thanks to (9.5) and Lemma 4.1, we have
or, equivalently,
By applying, in sequence, (9.2), the generalized Coarea Formula of Lemma 4.2, Fatou’s Lemma and (9.6), we compute
By this and, again, (9.6) we conclude that
and thence
On the other hand, we claim that
up to subsequences. To check the validity of (9.8), we first notice that, by (9.3), \(\chi _{F_n} \rightarrow \chi _F\) a.e. in \(\mathbb {R}^d\) (up to extracting a subsequence), as \(n\rightarrow +\infty \). Therefore, in view of Lemma 4.3 we may apply the Lebesgue’s Dominated Convergence Theorem to get
and similarly for the limit on the second line of (9.8). The combination of (9.7) and (9.8) yields the convergence of the K-perimeters claimed in (9.4).
The proof of Lemma 5.3 is thus finished. \(\square \)
Appendix 2: Optimality of the Width of the Strip Given in (1.17)
The goal of this appendix is to show that, for large values of the periodicity scale \(\tau \), the interface of the planelike ground states for powerlike interactions, as in (1.9), oscillates, in general, by a quantity proportional to \(\tau \) (i.e., the conclusion in (1.17) of Theorem 1.4 cannot be improved).
Of course, one needs to construct an ad-hoc example to check this optimality. The idea to construct this counterexample comes from similar phenomena in minimal surfaces and minimal foliations, in which the oscillation is produced by the fact that the metric is nonflat. For simplicity, we present here a two-dimensional explicit example, which goes as follows.
Given \(\tau \in 4\mathbb {N}+1\) (to be taken large in the subsequent construction), we define
and
We set
for \(\Lambda >1\) (to be chosen conveniently large in the sequel).
We claim that any planelike ground state with rationally independent slope \(\omega \in \mathbb {R}^2\) (with \(\omega \cdot n\ne 0\) for any \(n \in \mathbb {Z}^2\)) for the Hamiltonian associated to this case with vanishing magnetic field (i.e. \(h_i:=0\) in (1.15)) possesses oscillations of order \(\tau \), for large \(\tau \).
For this, we argue by contradiction and suppose that (1.16) holds true with \(M=M(\tau )\) sublinear in \(\tau \), namely there exists a ground state \(u=u_{\omega ,\tau }\) such that
and
Since \(\omega \) is irrational, any straight line \(r_\omega \) with direction normal to \(\omega \) will get arbitrarily close to \(\tau \mathbb {Z}^2\). In particular, up to a translation, we may assume that the origin lies in a \(\frac{\tau }{64}\)-neighborhood of \(r_\omega \), and, from (10.1) and (10.2), we can write
as long as \(\tau \) is large enough.
We now reach a contradiction with the minimality of u by constructing a suitable competitor v with less energy. To this aim, we define
Since u is supposed to be minimal, we have that
Now, from (10.3), we know that the number of sites \(i\in \widehat{Q}\) for which \(u_i=1\) is at least of the order \(c\tau ^2\), and similarly that the number of sites \(j\in \widehat{Q}\) for which \(u_j=-1\) is at least of the order \(c\tau ^2\), with \(c>0\) universal. Consequently, we have that
for some \(c^{\prime }>0\). On the other hand, using the index \(k:=j-i\),
for some C, \(C^{\prime }\), \(C^{\prime \prime }\), \(C^{\prime \prime \prime }>0\).
Thus, we insert this and (10.5) into (10.4) and we find that
which is a contradiction if \(\Lambda \) is sufficiently large.
Conclusions
After a short review of the classical Ising model, we considered in this paper a spin system with long-range interactions. We gave rigorous proofs of three types of results:
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the construction of ground state solutions whose phase separation stays at a bounded distance from any given hyperplane,
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the construction of nonlocal minimal surfaces which stay at a bounded distance from any given hyperplane,
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the asymptotic link between ground states of long-range Ising models and nonlocal minimal surfaces.
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Cozzi, M., Dipierro, S. & Valdinoci, E. Planelike Interfaces in Long-Range Ising Models and Connections with Nonlocal Minimal Surfaces. J Stat Phys 167, 1401–1451 (2017). https://doi.org/10.1007/s10955-017-1783-1
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DOI: https://doi.org/10.1007/s10955-017-1783-1
Keywords
- Planelike minimizers
- Phase transitions
- Spin models
- Ising models
- Long-range interactions
- Nonlocal minimal surfaces