Physics:Mode-coupling theory

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In statistical physics, mode-coupling theory (MCT) is a family of approximations for the dynamics of many-body systems. In MCT, a relaxation rate or transport coefficient is expressed through the nonlinear coupling of a few slow collective variables ("modes"), and the resulting equations are closed self-consistently. The name covers two bodies of work that are historically connected but differ in scope and technique:

  • the mode-coupling theory of critical dynamics, developed in the 1960s mainly by Kyozi Kawasaki, which explains the anomalous transport coefficients near critical points and was later extended to long-time tails and to the kinetic theory of dense liquids;
  • the mode-coupling theory of liquids and colloidal suspensions, developed from 1984 by Wolfgang Götze and co-workers.[1]

Common framework

Both variants start from the exact equations of motion for time correlation functions that follow from the projection operator formalism of Robert Zwanzig and Hazime Mori.[2][3] For a normalized correlation function ϕ(t) of a conserved or otherwise slow variable, this formalism yields a generalized Langevin equation of the form

∂tϕ(t)+Γϕ(t)+∫0tdt′M(t−t′)ϕ(t′)=0,

where the memory kernel M(t) is itself a correlation function of the fluctuating forces, which evolve under a projected dynamics. Equivalently, a transport coefficient L is given by a Green–Kubo formula as the time integral of a flux autocorrelation function. These relations are exact but not closed. The mode-coupling approximation closes them in two steps:

  1. the fluctuating force (or flux) is projected onto products of slow variables, typically pairs A𝐤B𝐪−𝐤 of Fourier components;
  2. the resulting four-point correlation functions are factorized into products of two-point functions, ⟨A𝐤(t)B𝐩(t)A𝐤*B𝐩*⟩≈⟨A𝐤(t)A𝐤*⟩⟨B𝐩(t)B𝐩*⟩.

The memory kernel thereby becomes a quadratic functional of the very correlation functions it determines. The so obtained equation of motion of the correlation functions is genuinely non-linear, which is decisive for the explanation slow dynamics.

Mode coupling in critical dynamics

Origins

Near a critical point, fluctuations of the order parameter become large and slow, and several transport coefficients diverge or vanish. In 1962, Marshall Fixman explained the anomalous shear viscosity of critical binary mixtures by the coupling of the flow field to concentration fluctuations.[4] Kawasaki turned this idea into a systematic method: starting from the Green–Kubo relations, he identified the parts of the fluxes that are bilinear in the slow modes and evaluated their correlations with the factorization approximation.[5] Leo Kadanoff and Jack Swift independently applied the same concept to the liquid–gas critical point.[6] Kawasaki's comprehensive 1970 paper[7] and his review in the Domb–Green series[8] became standard references.

Binary fluids: Kawasaki function

The best-known result concerns the diffusion of the order parameter (concentration in a binary mixture, density near the liquid–gas critical point). The dominant contribution to the Onsager coefficient comes from the advection of order-parameter fluctuations by transverse velocity fluctuations. If the relaxation of the order parameter is slow compared to viscous momentum diffusion, mode coupling gives

λ(𝐪)≃kBT∫d3k(2π)3χ(|𝐪−𝐤|)[1−(𝐪^⋅𝐤^)2]ηk2,

where η is the shear viscosity and χ(k) the static order-parameter susceptibility. With the Ornstein–Zernike form χ(k)=χ/(1+k2ξ2) and correlation length ξ, the relaxation rate Γq=q2λ(q)/χ(q) of a fluctuation with wavenumber q becomes

Γq=kBT6πηξ3K(qξ),K(x)=34x2[1+x2+(x3−1x)arctan⁡x].

The Kawasaki function K(x) interpolates between the hydrodynamic limit K≃x2, where the diffusion coefficient takes the Stokes–Einstein form D=kBT/(6πηξ), as if a sphere of radius ξ were diffusing, and the critical limit K≃3πx/8, where Γq=kBTq3/(16η) is independent of ξ.[7] The same result was obtained by Richard Ferrell in his "decoupled-mode" theory.[9] Measurements of the Rayleigh linewidth by dynamic light scattering, for instance in xenon near its critical point, confirmed these predictions.[10]

Further applications

The method was soon applied to other universality classes of dynamic critical behavior:

  • In ferromagnets, the coupling of spin fluctuations through the precession term yields a dynamic exponent z=5/2 for the isotropic Heisenberg magnet.[11][12]
  • At the lambda point of superfluid helium-4, the coupling of the order parameter to entropy fluctuations explains the anomalous heat conduction and the dispersion of second sound.[13]
  • In simple fluids away from any critical point, the coupling of a tagged particle's velocity to the shear modes of the surrounding fluid explains the t−d/2 long-time tail of the velocity autocorrelation function in d dimensions, discovered in molecular dynamics simulations by Alder and Wainwright.[14][15] A review of this line of work was given by Pomeau and Résibois.[16]

Relation to the renormalization group

Mode coupling is not a controlled approximation; it neglects vertex corrections. In the 1970s, the renormalization group was extended to dynamics, leading to the classification of dynamic universality classes by Hohenberg and Halperin.[17] The dynamic renormalization group largely confirmed the mode-coupling results for the dynamic exponents: for some universality classes, such as the isotropic ferromagnet, the mode-coupling exponent is exact; for others it receives only small corrections, for instance through the weak divergence of the shear viscosity of binary fluids.[18] Mode coupling remains in use as a practical tool for computing crossover functions such as the Kawasaki function.

Kinetic theory of dense liquids

In the 1970s, mode coupling was adapted to dense simple liquids away from critical points. The aim was a microscopic theory of the dynamic structure factor S(q,ω) at wavenumbers comparable to the inverse interparticle distance, as measured by inelastic neutron scattering. Götze and Lücke[19] and Bosse, Götze and Lücke[20] expressed the memory kernel of the density correlator through products of density correlators, with vertices determined by the static structure factor. Related kinetic theories were developed by Sjögren and Sjölander[21] and by Mazenko.[22] Götze also used a self-consistent mode-coupling ("current relaxation") theory to describe Anderson localization of electrons in random potentials.[23] Geszti pointed out that a feedback between density fluctuations and viscosity could lead to a strong viscosity increase, anticipating a dynamic mechanism for vitrification.[24]

Kawasaki himself later derived a stochastic equation for the density of interacting Brownian particles, now known as the Dean–Kawasaki equation, as a starting point for glassy dynamics.[25][26]

Mode-coupling theory of liquids and the glass transition

Equations of motion

In 1984, Bengtzelius, Götze and Sjölander[27] and, independently, Leutheusser[28] found that the mode-coupling equations for simple liquids possess a bifurcation: beyond a critical density, or below a critical temperature, density fluctuations no longer decay to zero. Götze interpreted this as an ideal glass transition and worked out its mathematical properties.[29][30]

The central quantity is the normalized intermediate scattering function ϕq(t)=S(q,t)/S(q). For a simple liquid of particles with mass m at number density ρ, it obeys

ϕ¨q(t)+Ωq2ϕq(t)+νqϕ˙q(t)+Ωq2∫0tdt′mq(t−t′)ϕ˙q(t′)=0,

with the microscopic frequency Ωq2=q2kBT/(mS(q)) and a damping constant νq for short-time processes. The memory kernel is approximated by

mq(t)=ρS(q)2q2∫d3k(2π)3S(k)S(p)[𝐪^⋅𝐤c(k)+𝐪^⋅𝐩c(p)]2ϕk(t)ϕp(t),𝐩=𝐪−𝐤,

where c(k)=[1−1/S(k)]/ρ is the direct correlation function. The only input is the static structure factor S(q); temperature and density enter through its variation. For colloids, the inertial term is replaced by Brownian short-time dynamics; the long-time predictions are the same.[31][32]

Ideal glass transition

In the long-time limit, the nonergodicity parameters fq=ϕq(t→∞) satisfy

fq1−fq=mq[f].

In the liquid, only fq=0 solves this equation. At a critical point of the control parameters, for instance at a critical temperature Tc or packing fraction φc, a nonzero solution appears discontinuously, with a critical value fqc. Beyond this point, the system is a nonergodic, amorphous solid: a fraction fq of density fluctuations is frozen. In the language of bifurcation theory, the transition is a fold bifurcation (A2 singularity). For hard spheres, with S(q) from the Percus–Yevick approximation, it occurs at φc≈0.516.[33]

The essential features are captured by schematic models with a single correlator. In Leutheusser's model, m(t)=vϕ(t)2; the nontrivial solution f=1/2 appears at the coupling constant vc=4.[28] Models such as m=v1ϕ+v2ϕ2 were studied systematically by Götze.[29]

Asymptotic laws

Near the transition, the dynamics exhibits two relaxation steps, and MCT predicts their scaling laws in terms of the separation parameter σ, which is proportional to Tc−T or to φ−φc.[30][34]

β relaxation. In a window around the plateau, all correlators factorize,

ϕq(t)=fqc+hqG(t),

where the amplitudes hq depend on q and the function G(t) does not. G obeys the universal equation

σ+λG(t)2=ddt∫0tdt′G(t−t′)G(t′).

The single exponent parameter λ (1/2≤λ<1) is computable from S(q). It determines two exponents a and b through

λ=Γ(1−a)2Γ(1−2a)=Γ(1+b)2Γ(1+2b).

G decays towards the plateau by a critical law G∝t−a and, in the liquid, leaves the plateau by the von Schweidler law G∝−tb. The crossover time scales as tσ∝|σ|−1/(2a). In the glass, the plateau height rises as fq−fqc∝σ. In the susceptibility spectrum χ″(ω), the β relaxation appears as a minimum between the microscopic peak and the α peak.

α relaxation. The final decay from the plateau obeys time–temperature superposition, ϕq(t)=ϕ~q(t/τ), with a time scale that diverges as

τ∝|σ|−γ,γ=12a+12b.

The scaling functions ϕ~q are well fitted by Kohlrausch functions; their stretching exponent tends to b for large q.[35] For hard spheres, λ≈0.735, a≈0.312, b≈0.583, and γ≈2.46.[33] Corrections to these leading-order laws have been worked out as well.[33]

References

  1. ↑ Götze, Wolfgang (2009). Complex Dynamics of Glass-Forming Liquids: A Mode-Coupling Theory. Oxford: Oxford University Press. ISBN 978-0-19-923534-6. 
  2. ↑ Zwanzig, Robert (1961). "Memory effects in irreversible thermodynamics". Physical Review 124 (4): 983–992. doi:10.1103/PhysRev.124.983. Bibcode: 1961PhRv..124..983Z. 
  3. ↑ Mori, Hazime (1965). "Transport, collective motion, and Brownian motion". Progress of Theoretical Physics 33 (3): 423–455. doi:10.1143/PTP.33.423. Bibcode: 1965PThPh..33..423M. 
  4. ↑ Fixman, Marshall (1962). "Viscosity of critical mixtures". The Journal of Chemical Physics 36: 310–318. doi:10.1063/1.1732502. 
  5. ↑ Kawasaki, Kyozi (1966). "Correlation-function approach to the transport coefficients near the critical point. I". Physical Review 150 (1): 291–306. doi:10.1103/PhysRev.150.291. 
  6. ↑ Kadanoff, Leo P.; Swift, Jack (1968). "Transport coefficients near the liquid–gas critical point". Physical Review 166 (1): 89–101. doi:10.1103/PhysRev.166.89. 
  7. ↑ 7.0 7.1 Kawasaki, Kyozi (1970). "Kinetic equations and time correlation functions of critical fluctuations". Annals of Physics 61 (1): 1–56. doi:10.1016/0003-4916(70)90375-1. 
  8. ↑ Kawasaki, Kyozi (1976). "Mode coupling and critical dynamics". in Domb, C.; Green, M. S.. Phase Transitions and Critical Phenomena. 5a. London: Academic Press. pp. 165–403. 
  9. ↑ Ferrell, Richard A. (1970). "Decoupled-mode dynamical scaling theory of the binary-liquid phase transition". Physical Review Letters 24 (21): 1169–1172. doi:10.1103/PhysRevLett.24.1169. 
  10. ↑ Henry, D. L.; Swinney, H. L.; Cummins, H. Z. (1970). "Rayleigh linewidth in xenon near the critical point". Physical Review Letters 25: 1170–1173. doi:10.1103/PhysRevLett.25.1170. 
  11. ↑ Kawasaki, Kyozi (1968). "Anomalous spin relaxation near the magnetic transition". Progress of Theoretical Physics 39: 285–311. doi:10.1143/PTP.39.285. 
  12. ↑ Résibois, P.; Piette, C. (1970). "Temperature dependence of the linewidth in critical spin fluctuation". Physical Review Letters 24 (10): 514–516. doi:10.1103/PhysRevLett.24.514. 
  13. ↑ Ferrell, R. A.; Menyhárd, N.; Schmidt, H.; Schwabl, F.; Szépfalusy, P. (1967). "Dispersion in second sound and anomalous heat conduction at the lambda point of liquid helium". Physical Review Letters 18 (21): 891–894. doi:10.1103/PhysRevLett.18.891. 
  14. ↑ Alder, B. J.; Wainwright, T. E. (1970). "Decay of the velocity autocorrelation function". Physical Review A 1 (1): 18–21. doi:10.1103/PhysRevA.1.18. 
  15. ↑ Ernst, M. H.; Hauge, E. H.; van Leeuwen, J. M. J. (1970). "Asymptotic time behavior of correlation functions". Physical Review Letters 25 (18): 1254–1256. doi:10.1103/PhysRevLett.25.1254. 
  16. ↑ Pomeau, Y.; Résibois, P. (1975). "Time dependent correlation functions and mode-mode coupling theories". Physics Reports 19 (2): 63–139. doi:10.1016/0370-1573(75)90019-8. 
  17. ↑ Hohenberg, P. C.; Halperin, B. I. (1977). "Theory of dynamic critical phenomena". Reviews of Modern Physics 49 (3): 435–479. doi:10.1103/RevModPhys.49.435. 
  18. ↑ Siggia, E. D.; Halperin, B. I.; Hohenberg, P. C. (1976). "Renormalization-group treatment of the critical dynamics of the binary-fluid and gas–liquid transitions". Physical Review B 13: 2110–2123. doi:10.1103/PhysRevB.13.2110. 
  19. ↑ Götze, W.; Lücke, M. (1975). "Dynamical current correlation functions of simple classical liquids for intermediate wave numbers". Physical Review A 11 (6): 2173–2190. doi:10.1103/PhysRevA.11.2173. 
  20. ↑ Bosse, J.; Götze, W.; Lücke, M. (1978). "Mode-coupling theory of simple classical liquids". Physical Review A 17 (1): 434–446. doi:10.1103/PhysRevA.17.434. 
  21. ↑ Sjögren, L.; Sjölander, A. (1979). "Kinetic theory of self-motion in monatomic liquids". Journal of Physics C: Solid State Physics 12: 4369–4392. doi:10.1088/0022-3719/12/21/005. 
  22. ↑ Mazenko, Gene F. (1974). "Fully renormalized kinetic theory. III. Density fluctuations". Physical Review A 9 (1): 360–387. doi:10.1103/PhysRevA.9.360. 
  23. ↑ Götze, W. (1979). "A theory for the conductivity of a fermion gas moving in a strong three-dimensional random potential". Journal of Physics C: Solid State Physics 12: 1279–1296. doi:10.1088/0022-3719/12/7/018. 
  24. ↑ Geszti, T. (1983). "Pre-vitrification by viscosity feedback". Journal of Physics C: Solid State Physics 16: 5805–5814. doi:10.1088/0022-3719/16/30/010. 
  25. ↑ Kawasaki, Kyozi (1994). "Stochastic model of slow dynamics in supercooled liquids and dense colloidal suspensions". Physica A 208 (1): 35–64. doi:10.1016/0378-4371(94)90533-9. 
  26. ↑ Dean, David S. (1996). "Langevin equation for the density of a system of interacting Langevin processes". Journal of Physics A: Mathematical and General 29 (24): L613–L617. doi:10.1088/0305-4470/29/24/001. 
  27. ↑ Bengtzelius, U.; Götze, W.; Sjölander, A. (1984). "Dynamics of supercooled liquids and the glass transition". Journal of Physics C: Solid State Physics 17 (33): 5915–5934. doi:10.1088/0022-3719/17/33/005. 
  28. ↑ 28.0 28.1 Leutheusser, E. (1984). "Dynamical model of the liquid–glass transition". Physical Review A 29 (5): 2765–2773. doi:10.1103/PhysRevA.29.2765. 
  29. ↑ 29.0 29.1 Götze, W. (1984). "Some aspects of phase transitions described by the self consistent current relaxation theory". Zeitschrift für Physik B 56: 139–154. doi:10.1007/BF01469695. 
  30. ↑ 30.0 30.1 Götze, W. (1985). "Properties of the glass instability treated within a mode coupling theory". Zeitschrift für Physik B 60: 195–203. doi:10.1007/BF01304439. 
  31. ↑ Hess, W.; Klein, R. (1983). "Generalized hydrodynamics of systems of Brownian particles". Advances in Physics 32 (2): 173–283. doi:10.1080/00018738300101551. 
  32. ↑ Szamel, Grzegorz; Löwen, Hartmut (1991). "Mode-coupling theory of the glass transition in colloidal systems". Physical Review A 44 (12): 8215–8219. doi:10.1103/PhysRevA.44.8215. 
  33. ↑ 33.0 33.1 33.2 Franosch, T.; Fuchs, M.; Götze, W.; Mayr, M. R.; Singh, A. P. (1997). "Asymptotic laws and preasymptotic correction formulas for the relaxation near glass-transition singularities". Physical Review E 55 (6): 7153–7176. doi:10.1103/PhysRevE.55.7153. 
  34. ↑ Götze, W.; Sjögren, L. (1992). "Relaxation processes in supercooled liquids". Reports on Progress in Physics 55 (3): 241–376. doi:10.1088/0034-4885/55/3/001. 
  35. ↑ Fuchs, M. (1994). "The Kohlrausch law as a limit solution to mode coupling equations". Journal of Non-Crystalline Solids 172–174: 241–247. doi:10.1016/0022-3093(94)90442-1.