Skip to main content

Part 0· SCC Hero · T8-Core

T8-Core — Phase Transition (Spectral Universality)

updated 617 words2 min read

Hero · Phase + Stability group · Cat A. Source: C-0008 / P-0008. Verification: E-0010, E-0011. Canonical version: CV-1.0. Full statement and proof: Canonical Spec — Part 5 · §13.

Statement

Let XtX_t be a finite connected graph with Fiedler eigenvalue λ2>0\lambda_2 > 0 (algebraic connectivity). Let m=cnm = cn with volume fraction

c(336,  3+36)(0.211,0.789),c \in \left(\frac{3 - \sqrt{3}}{6},\; \frac{3 + \sqrt{3}}{6}\right) \approx (0.211,\, 0.789),

and let W(u)=u2(1u)2W(u) = u^2(1-u)^2 be the double-well potential. If

  βα  >  4λ2W(c)  \boxed{\;\frac{\beta}{\alpha} \;>\; \frac{4\lambda_2}{|W''(c)|}\;}

then the global minimizer of EbdΣm\mathcal{E}_{\mathrm{bd}}|_{\Sigma_m} is non-uniform (i.e., not the constant field ucu \equiv c).

Phase transition threshold β/α > 4λ_2 / |W''(c)| in the (volume fraction c, energy ratio β/α) plane, plotted for three graph families (dense grid λ_2 = 0.10, bounded-diameter graph λ_2 = 0.50, expander λ_2 = 1.00). Above each curve: non-uniform minimizer (formation regime). Below: uniform minimizer.

Proof idea

Second variation analysis at the uniform state. The ordered-pair summation convention (Section 0 of the canonical spec) gives the smoothness functional 2αvTLv2\alpha\, v^T L v where LL is the graph Laplacian and v=utc1v = u_t - c\mathbf{1}, contributing a Hessian term 4αL4\alpha L.

The second variation of Ebd\mathcal{E}_{\mathrm{bd}} at ucu \equiv c along the Fiedler eigenvector ψ2\psi_2 (eigenvalue λ2\lambda_2) has eigenvalue

4αλ2+βW(c).4\alpha\lambda_2 + \beta W''(c).

The double-well derivative W(u)=212u+12u2W''(u) = 2 - 12u + 12u^2 satisfies W(c)<0W''(c) < 0 on the spinodal interval ((33)/6,(3+3)/6)\big((3-\sqrt{3})/6,\, (3+\sqrt{3})/6\big). Therefore, when

4αλ2+βW(c)<0β/α>4λ2/W(c),4\alpha\lambda_2 + \beta W''(c) < 0 \quad\Longleftrightarrow\quad \beta/\alpha > 4\lambda_2/|W''(c)|,

the uniform state is a saddle point of EbdΣm\mathcal{E}_{\mathrm{bd}}|_{\Sigma_m}. By T1, a global minimizer exists; since the uniform state is a saddle, the global minimizer must be non-uniform. \square

Why this is a hero

T8-Core is spectral universality. The critical condition β/α>4λ2/W(c)\beta/\alpha > 4\lambda_2/|W''(c)| depends only on:

  • the spectral gap λ2\lambda_2 of the graph (a topological invariant), and
  • the volume fraction cc (a structural parameter of the theory).

It does not depend on the specific graph — it works on any connected graph with λ2>0\lambda_2 > 0. Formation birth is therefore not an artifact of a particular geometry; it is a universal phenomenon determined by the graph's algebraic connectivity.

This is the analogue of the classical phase transition condition in Allen-Cahn / Cahn-Hilliard theory, but reformulated for the graph setting and with the spectral gap as the universal control parameter. T8-Core is the SCC version of the statement "spinodal decomposition is topology-independent."

Caveat (scaling regime). On graph families where λ20\lambda_2 \to 0 as nn \to \infty (e.g., k×kk \times k grids with λ2π2/k2\lambda_2 \sim \pi^2/k^2), the threshold vanishes — the criterion is trivially satisfied for any β>0\beta > 0. T8-Core then guarantees existence but not a meaningful selection criterion. On graphs with λ2=Ω(1)\lambda_2 = \Omega(1) (expanders, bounded-diameter graphs, fixed-size applications), the criterion is genuinely informative. At scale, the diagnostic vector d=(Bind,Sep,Inside,Persist)\mathbf{d} = (\mathsf{Bind}, \mathsf{Sep}, \mathsf{Inside}, \mathsf{Persist}) takes over — formation quality, not formation existence, becomes the meaningful question. See T-PreObj-1 for the W4 refinement: under full SCC parameters, the F=1 single-disk minimizer is non-critical, so existence shifts from "non-uniform" to "F≥2 multi-peak."

Logical dependencies

  • Builds on: T1 (existence of minimizers), spectral graph theory (Fiedler eigenvalue).
  • Builds into: T8-Full (extends to full energy via IFT), T-Birth-Parametric (supercritical pitchfork at βcrit\beta_{\mathrm{crit}}), T11 (sharp-interface limit of the same energy), T-PreObj-1 (full SCC version where F=1 disk is non-critical).

See also