The N-component time-dependent Ginzburg–Landau model of self-assembled fluids, solved exactly by Marini Bettolo Marconi and Corberi (1995) in the large-N limit N→∞N→∞, predicts that coarsening in the structured (spatially modulated) phase obeys ordinary single-length scaling with dynamic exponent z=2z=2 (characteristic length L(t)∼t1/2L(t)∼t^{1/2}), a structure-factor peak height growing as t1/2t^{1/2} independent of dimension, irrelevance of the order-parameter conservation law, and a relaxation time τ∼Tf−2τ∼T_f^{-2}. The letter closes by asking how generic this t1/2t^{1/2} behavior is, whether the N→∞N→∞ results have any relevance at finite NN — notably N=1N=1, where the topological defects suppressed at N=∞N=∞ are present — and it conjectures that the conflicting exponents found in single-component Swift–Hohenberg simulations arise from defect dynamics not captured by the large-N closure.

Background

Phase-ordering kinetics, or coarsening, is the study of how a system equilibrates after being rapidly cooled (quenched) into a region of its phase diagram with more than one stable phase: domains of the ordered phase form and grow, and the late-time state is described statistically by the structure factor C(k,t)C(k,t) — the Fourier transform of the two-point correlation function of the order parameter φφ (the coarse-grained local density difference between the phases). For simple phase separation one expects a single characteristic length L(t)∼t1/zL(t)∼t^{1/z}, with dynamic exponent zz, and dynamical scaling C(k,t)=L(t)αf(kL(t))C(k,t)=L(t)^{α}f(kL(t)) with a time-independent scaling function ff and α=dα=d in dd dimensions.

Self-assembled fluids — microemulsions, ternary oil–water–surfactant mixtures in which amphiphilic surfactant molecules coat the interfaces and stabilize a spatially modulated (lamellar or striped) phase of fixed preferred wavelength — order at a finite wave number rather than at k=0k=0, and so require a different coarse-grained description. Gompper and Schick (1990) formulated a Landau–Ginzburg theory of amphiphilic systems in which a term quadratic in φφ multiplies (∇φ)2(∇φ)^2, penalizing sharp interfaces and favoring modulation. Its dissipative dynamics is a time-dependent Ginzburg–Landau equation with a ∇4∇^4 term, whose deterministic part coincides with the Swift–Hohenberg equation — the generic model for systems with a finite-wavelength instability, introduced in 1977 for Rayleigh–Bénard convection (the instability of a fluid layer heated from below). The order parameter may be non-conserved (NCOP: φφ is not conserved, as in convection) or conserved (COP: φφ obeys local conservation, as in a binary mixture or diblock copolymer); in simple phase separation these two cases give different exponents, e.g. z=2z=2 for NCOP versus z=3z=3 for COP (scalar order parameter, d>1d>1).

Marini Bettolo Marconi and Corberi (1995) introduced an NN-component version of this model, with a surfactant term wφ2(∇φ)2/(2N)wφ^2(∇φ)^2/(2N), and solved its coarsening exactly in the large-NN (spherical-model) limit N→∞N→∞, where the interacting problem closes into a self-consistent, effectively linear equation for C(k,t)C(k,t) with time-dependent coefficients B(t)B(t) and Q(t)Q(t). The full definitions are given in Eqs. (1)–(7) of the source letter (arXiv:cond-mat/9505041): the Hamiltonian H[φ]=∫ddx [12(∇2φ)2+b2(∇φ)2+w2N(φ)2(∇φ)2+r2(φ)2+g4N((φ)2)2]H[φ]=\int d^dx\,[\tfrac12(\nabla^2φ)^2+\tfrac b2(\nabla φ)^2+\tfrac w{2N}(φ)^2(\nabla φ)^2+\tfrac r2(φ)^2+\tfrac g{4N}((φ)^2)^2]; the Langevin equation ∂φα/∂t=−Γ δH/δφα+ηα\partial φ_α/\partial t=-\Gamma\,\delta H/\delta φ_α+η_α with Gaussian white noise ηη, where the kinetic coefficient is a constant Γ\Gamma for NCOP and −Γ∇2-\Gamma\nabla^2 for COP; and the closed large-NN equation ddtC(k,t)=−2Γkp[k4+B˙(t)k2+Q˙(t)]C(k,t)+2kpΓTf\frac{d}{dt}C(k,t)=-2\Gamma k^p[k^4+\dot B(t)k^2+\dot Q(t)]C(k,t)+2k^p\Gamma T_f with p=0p=0 (NCOP) or p=2p=2 (COP), where the self-consistency conditions are B˙=b+wS0\dot B=b+wS_0 and Q˙=r+gS0+wS2\dot Q=r+gS_0+wS_2, with S0(t)S_0(t) and S2(t)S_2(t) the momentum-cutoff integrals of C(k,t)C(k,t) and k2C(k,t)k^2C(k,t). This extends the large-NN growth-kinetics method of Coniglio and Zannetti, who found (1989) that the conserved scalar model exhibits multiscaling: instead of ordinary scaling, the exponent of tt in C(k,t)C(k,t) is itself a function of the scaling variable x=k/km(t)x=k/k_m(t) (with kmk_m the peak position), C(k,t)∼tαφ(x)C(k,t)∼t^{αφ(x)} with φ(x)=1−(1−x2)2φ(x)=1-(1-x^2)^2; Coniglio, Ruggiero and Zannetti (1994) analyzed the corresponding crossover structure. Marconi and Corberi mapped the model's phase diagram into unstructured (ordering at k=0k=0), structured (ordering at finite kk) and tricritical Lifshitz-point regions (a Lifshitz point being the meeting point of the disordered, uniformly ordered and modulated lines). In the unstructured region they recover the standard results (NCOP: ordinary scaling with z=2z=2, α=dα=d; COP: multiscaling with km−1∼(t/logt)1/4k_m^{-1}∼(t/log t)^{1/4}); at the tricritical Lifshitz point the exponents change (NCOP: z=4z=4 with scaling function f(x)=e−x4f(x)=e^{-x^4}; COP: L∼t1/6L∼t^{1/6} with φ(x)=(3x2−x6)/2φ(x)=(3x^2-x^6)/2). The headline results concern the structured region: ordinary single-length scaling with α=1α=1 and z=2z=2 (the characteristic length, measured for instance by the inverse width of the structure-factor peak, grows as t1/2t^{1/2}), a peak height growing as t1/2t^{1/2} — independent of dimension, unlike the α=dα=d of plain phase separation — irrelevance of the conservation law (COP and NCOP give the same exponents), and a time scale τ∼Tf−2τ∼T_f^{-2} to reach the scaling regime, where TfT_f is the final temperature after the quench.

The letter closes by asking how generic this t1/2t^{1/2} behavior is, and whether the N→∞N→∞ results have any relevance for finite NN — in particular N=1N=1, the physically relevant single-component case, in which topological defects of the stripe pattern (dislocations, grain boundaries and disclinations — the point-like and line-like singularities of the orientational order of the stripe field) are present but are suppressed in the N→∞N→∞ limit. The question is sharp because numerical studies of the single-component stochastic Swift–Hohenberg equation report different growth exponents: Elder, Viñals and Grant (1992) found the structure-factor length exponent xs=1/4x_s=1/4 at small noise amplitude and 1/51/5 at low temperature, with defects that are hard to anneal; Cross and Meiron (1995) found 1/51/5 for both potential and nonpotential dynamics (nonpotential meaning the dynamics derives from no free-energy function); Hou, Sasa and Goldenfeld (1997) confirmed these values, found logarithmic corrections at deep quench, and confirmed that the peak height scales like the domain size (consistent with α=1α=1) while the length grows with z=4z=4–55 rather than 22; Christensen and Bray (1998) argued from a phase-equation calculation that the growth passes through a t1/4t^{1/4} transient whose crossover to the asymptotic t1/2t^{1/2} is estimated to occur only around t∼107t∼10^7 for ε=0.25ε=0.25 (the distance from onset), beyond numerical reach; Boyer and Viñals (2001, 2002) found z≈3z≈3 close to onset (ε=0.04ε=0.04), interpreted via grain-boundary motion, and, away from onset, slower noise-dependent growth attributed to grain-boundary pinning and glassy dynamics; and Qian and Mazenko (2003) found defect-density, energy and orientational-correlation exponents near 1/31/3 with a structure-factor exponent near 1/51/5, dominated by grain boundaries and dislocations. Experiments on diblock-copolymer stripe ordering (Harrison et al. 2000) observe x=1/4x=1/4. The finite-NN question and the reconciliation of these exponents with the large-NN z=2z=2 remain unresolved.

Problem Statement

The problem originates in the closing paragraph of Marconi and Corberi's 1995 letter, which asks how generic the t1/2t^{1/2} behavior is and whether the N→∞N→∞ results have any relevance at finite NN — notably N=1N=1, where the topological defects absent from the N→∞N→∞ solution are present — and how they square with the exponents observed in single-component Swift–Hohenberg simulations: determine the phase-ordering kinetics of the NN-component Ginzburg–Landau model of self-assembled fluids at finite NN, and in particular:

(1) Whether the large-NN structured-phase results — ordinary single-length scaling with α=1α=1 and z=2z=2 (characteristic length L(t)∼t1/2L(t)∼t^{1/2}), a structure-factor peak height growing as t1/2t^{1/2} independent of dimension, irrelevance of the order-parameter conservation law, and τ∼Tf−2τ∼T_f^{-2} — persist at finite NN, notably at N=1N=1, where the topological defects absent from the N→∞N→∞ solution are present.

(2) Whether and how the large-NN results extend to finite NN in the rest of the phase diagram — in particular whether the multiscaling-versus-ordinary-scaling crossovers found at N=∞N=∞ in the unstructured and tricritical Lifshitz-point regions survive when NN is finite.

(3) The true asymptotic growth law of the single-component (N=1N=1) Swift–Hohenberg dynamics in the modulated phase — reconciling the large-NN prediction z=2z=2 with the exponents reported in simulations and experiments (z=3z=3, 44, 55, i.e. length exponents 1/31/3–1/51/5) — including whether, as the source letter conjectures, the discrepancy is due to topological-defect dynamics not captured by the large-NN closure.

These three items are one scientific objective: to establish whether, and in what regime, the exactly solvable large-NN description is a faithful guide to the physical single-component modulated phase.

References

  1. J. Swift and P. C. Hohenberg, 'Hydrodynamic fluctuations at the convective instability', Physical Review A 15, 319–328 (1977). DOI: 10.1103/PhysRevA.15.319, https://doi.org/10.1103/PhysRevA.15.319
  2. G. Gompper and M. Schick, 'Correlation between structural and interfacial properties of amphiphilic systems', Physical Review Letters 65, 1116–1119 (1990). DOI: 10.1103/PhysRevLett.65.1116, https://doi.org/10.1103/PhysRevLett.65.1116
  3. U. Marini Bettolo Marconi and F. Corberi, 'Time-Dependent Ginzburg-Landau Equation for an N-Component Model of Self-Assembled Fluids', Europhysics Letters 30, 349–354 (1995). DOI: 10.1209/0295-5075/30/6/006, arXiv:cond-mat/9505041, https://doi.org/10.1209/0295-5075/30/6/006
  4. A. Coniglio and M. Zannetti, 'Multiscaling in Growth Kinetics', Europhysics Letters 10, 575–580 (1989). DOI: 10.1209/0295-5075/10/6/012, https://doi.org/10.1209/0295-5075/10/6/012
  5. A. Coniglio, P. Ruggiero and M. Zannetti, 'Scaling and crossover in the large-N model for growth kinetics', Physical Review E 50, 1046–1061 (1994). DOI: 10.1103/PhysRevE.50.1046, https://doi.org/10.1103/PhysRevE.50.1046
  6. K. R. Elder, J. Viñals and M. Grant, 'Ordering Dynamics in the Two-Dimensional Stochastic Swift-Hohenberg Equation', Physical Review Letters 68, 3024–3027 (1992). DOI: 10.1103/PhysRevLett.68.3024, https://doi.org/10.1103/PhysRevLett.68.3024
  7. K. R. Elder, J. Viñals and M. Grant, 'Dynamic scaling and quasiordered states in the two-dimensional Swift-Hohenberg equation', Physical Review A 46, 7618–7629 (1992). DOI: 10.1103/PhysRevA.46.7618, https://doi.org/10.1103/PhysRevA.46.7618
  8. M. C. Cross and D. I. Meiron, 'Domain Coarsening in Systems Far from Equilibrium', Physical Review Letters 75, 2152–2155 (1995). DOI: 10.1103/PhysRevLett.75.2152, https://doi.org/10.1103/PhysRevLett.75.2152
  9. Q. Hou, S. Sasa and N. Goldenfeld, 'Dynamical scaling behavior of the Swift-Hohenberg equation following a quench to the modulated state', Physica A: Statistical Mechanics and its Applications 239, 219–226 (1997). DOI: 10.1016/S0378-4371(96)00480-3, arXiv:patt-sol/9808001, https://doi.org/10.1016/S0378-4371(96)00480-3
  10. J. J. Christensen and A. J. Bray, 'Pattern dynamics of Rayleigh-Bénard convective rolls and weakly segregated diblock copolymers', Physical Review E 58, 5364–5370 (1998). DOI: 10.1103/PhysRevE.58.5364, arXiv:cond-mat/9804034, https://doi.org/10.1103/PhysRevE.58.5364
  11. D. Boyer and J. Viñals, 'Domain coarsening of stripe patterns close to onset', Physical Review E 64, 050101 (2001). DOI: 10.1103/PhysRevE.64.050101, arXiv:cond-mat/0105543, https://doi.org/10.1103/PhysRevE.64.050101
  12. D. Boyer and J. Viñals, 'Grain boundary pinning and glassy dynamics in stripe phases', Physical Review E 65, 046119 (2002). DOI: 10.1103/PhysRevE.65.046119, https://doi.org/10.1103/PhysRevE.65.046119
  13. H. Qian and G. F. Mazenko, 'Defect structures in the growth kinetics of the Swift-Hohenberg model', Physical Review E 67, 036102 (2003). DOI: 10.1103/PhysRevE.67.036102, arXiv:cond-mat/0210334, https://doi.org/10.1103/PhysRevE.67.036102
  14. C. Harrison, D. H. Adamson, Z. Cheng, J. M. Sebastian, S. Sethuraman, D. A. Huse, R. A. Register and P. M. Chaikin, 'Mechanisms of Ordering in Striped Patterns', Science 290, 1558–1560 (2000). DOI: 10.1126/science.290.5496.1558, https://doi.org/10.1126/science.290.5496.1558
  15. G. Pätzold and K. Dawson, 'Connection of microstructure to rheology in a microemulsion model', Physical Review E 54, 1669–1682 (1996). DOI: 10.1103/PhysRevE.54.1669, https://doi.org/10.1103/PhysRevE.54.1669
  16. N. P. Rapapa and N. B. Maliehe, 'The effect of shear in self-assembled fluids: The large-N limit', The European Physical Journal B 42, 567–571 (2005; online December 2004). DOI: 10.1140/epjb/e2005-00016-8, https://doi.org/10.1140/epjb/e2005-00016-8
  17. N. P. Rapapa and N. B. Maliehe, 'Self-assembled fluids with order-parameter-dependent mobility: The large-N limit', Pramana 67, 291–297 (2006). DOI: 10.1007/s12043-006-0073-2, https://doi.org/10.1007/s12043-006-0073-2
  18. S. Ghosh, V. Y. Okubo, K. Shimizu, B. S. Shivaram, H. Y. Kim and G.-W. Chern, 'Coarsening dynamics of fingerprint labyrinthine patterns: Machine learning–assisted characterization', Physical Review E 114, 024208 (2026). DOI: 10.1103/djsd-6fkg, arXiv:2601.16006, https://doi.org/10.1103/djsd-6fkg