Abstract
We construct an invariant measure \(\mu \) for the Surface Quasi-Geostrophic (SQG) equation and show that almost all functions in the support of \(\mu \) are initial conditions of global, unique solutions of SQG that depend continuously on the initial data. In addition, we show that the support of \(\mu \) is infinite dimensional, meaning that it is not locally a subset of any compact set with finite Hausdorff dimension. Also, there are global solutions that have arbitrarily large initial condition. The measure a \(\mu \) is obtained via fluctuation–dissipation method, that is, as a limit of invariant measures for stochastic SQG with a carefully chosen dissipation and random forcing.
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Albeverio, S., Cruzeiro, A.-B.: Global flows with invariant (Gibbs) measures for Euler and Navier–Stokes two dimensional fluids. Commun. Math. Phys. 129(3), 431–444, 1990
Amann, H.: Compact embeddings of vector-valued Sobolev and Besov spaces. Glas. Mat. Ser. III 35(55), 161–177, 2000. (dedicated to the memory of Branko Najman)
Azzam, J., Bedrossian, J.: Bounded mean oscillation and the uniqueness of active scalar equations. Trans. Am. Math. Soc. 367, 3095–3118, 2011
Bensoussan , A.: Stochastic Navier–Stokes equations. Acta Applicandae Mathematica 38(3), 267–304, 1995
Bergh, J., Löfström, J.: Interpolation Spaces. An Introduction. Springer, Berlin 1976. (Grundlehren der Mathematischen Wissenschaften, No. 223)
Blumen, W.: Uniform potential vorticity flow: part I. Theory of wave interactions and two-dimensional turbulence. J. Atmos. Sci. 35(5), 774–783, 1978
Bourgain, J.: Periodic nonlinear Schrödinger equation and invariant measures. Commun. Math. Phys. 166(1), 1–26, 1994
Brannan , J.R., Duan , J., Wanner , T.: Dissipative quasi-geostrophic dynamics under random forcing. J. Math. Anal. Appl. 228(1), 221–233, 1998
Bricmont, J., Kupiainen, A., Lefevere, R.: Ergodicity of the 2D Navier–Stokes equations with random forcing. Commun. Math. Phys. 224(1), 65–81, 2001. (dedicated to Joel L. Lebowitz)
Buckmaster, T., Nahmod, A., Staffilani, G., Widmayer, K.: The surface quasi-geostrophic equation with random diffusion. Int. Math. Res. Not. 11, rny261, 2018
Buckmaster, T., Shkoller, S., Vicol, V.: Nonuniqueness of weak solutions to the sqg equation. Commun. Pure Appl. Math. 10, 1809–1874, 2016
Caffarelli, L., Vasseur, A.: Drift diffusion equations with fractional diffusion and the quasigeostrophic equation. Ann. Math. 2010, 1903–1930, 2010
Castro , A., Córdoba , D.: Infinite energy solutions of the surface quasi-geostrophic equation. Adv. Math. 225(4), 1820–1829, 2010
Castro, A., Córdoba, D., Gómez-Serrano, J.: Global smooth solutions for the inviscid sqg equation (2016).
Chang, S.-Y.A.: Non-linear Elliptic Equations in Conformal Geometry. Zurich Lectures in Advanced Mathematics. European Mathematical Society (EMS), Zürich 2004
Constantin , P., Iyer , G., Wu , J.: Global regularity for a modified critical dissipative quasi-geostrophic equation. Indiana Univ. Math. J. 57(6), 2681–2692, 2008
Constantin , P., Majda , A.J., Tabak , E.: Formation of strong fronts in the 2-d quasigeostrophic thermal active scalar. Nonlinearity 7(6), 1495, 1994
Constantin, P., Nie, Q., Schörghofer, N.: Front formation in an active scalar equation. Phys. Rev. E (3) 60(3), 2858–2863, 1999
Constantin, P., Vicol, V.: Nonlinear maximum principles for dissipative linear nonlocal operators and applications. Geom. Funct. Anal. 22, 1289–1321, 2011
Cordoba , D.: On the geometry of solutions of the quasi-geostrophic and Euler equations. Proc. Nat. Acad. Sci. USA 94(24), 12769–12770, 1997
Cordoba, D.: Nonexistence of simple hyperbolic blow-up for the quasi-geostrophic equation. Ann. Math. (2) 148(3), 1135–1152, 1998
Da Prato, G., Debussche, A.: Ergodicity for the 3D stochastic Navier–Stokes equations. J. Math. Pures Appl. (9) 82(8), 877–947, 2003
Da Prato, G., Zabczyk, J.: Stochastic Equations in Infinite Dimensions, Volume 152 of Encyclopedia of Mathematics and Its Applications, 2nd edn. Cambridge University Press, Cambridge 2014
De Lellis, C., Székelyhidi Jr., L.: The h-principle and the equations of fluid dynamics. Bull. Am. Math. Soc. (N.S.) 49(3), 347–375, 2012
DiBenedetto, E.: Real Analysis. Birkhäuser Advanced Texts: Basler Lehrbücher, 2002. (Birkhäuser Advanced Texts: Basel Textbooks)
Dudley , R.M.: Real Analysis and Probability. Cambridge University Press, Cambridge 2002
Flandoli, F., Maslowski, B.: Ergodicity of the 2-D Navier–Stokes equation under random perturbations. Commun. Math. Phys. 172(1), 119–141, 1995
Földes , J., Glatt-Holtz , N., Richards , G., Thomann , E.: Ergodic and mixing properties of the Boussinesq equations with a degenerate random forcing. J. Funct. Anal. 269(8), 2427–2504, 2015
Földes, J., Glatt-Holtz, N.E., Richards, G., Whitehead, J.P.: Ergodicity in randomly forced Rayleigh–Bénard convection. Nonlinearity 29(11), 3309–3345, 2016
Friedlander , S., Shvydkoy , R.: The unstable spectrum of the surface quasi-geostrophic equation. J. Math. Fluid Mech. 7(1), S81–S93, 2005
Glatt-Holtz, N., Šverák , V., Vicol, V.: On inviscid limits for the stochastic Navier–Stokes equations and related models. Arch. Ration. Mech. Anal. 217(2), 619–649, 2015
Hairer, M., Mattingly, J.C.: Spectral gaps in Wasserstein distances and the 2D stochastic Navier–Stokes equations. Ann. Probab. 36(6), 2050–2091, 2008
He, S., Kiselev, A.: Small scale creation for solutions of the sqg equation, 2019.
Huang , D., Guo , B., Han , Y.: Random attractors for a quasi-geostrophic dynamical system under stochastic forcing. Int. J. Dyn. Syst. Differ. Equ. 1(3), 147–154, 2008
Judovič, V.I.: Non-stationary flows of an ideal incompressible fluid. Ž. Vyčisl. Mat. i Mat. Fiz.
Kiselev, A., Nazarov, F.: A simple energy pump for the surface quasi-geostrophic equation. Nonlinear Partial Differential Equations, Volume 7 of Abel Symposium, pp. 175–179. Springer, Heidelberg, 2012.
Kiselev, A., Nazarov, F., Volberg, A.: Global well-posedness for the critical 2d dissipative quasi-geostrophic equation. Inventiones mathematicae 167, 445–453, 2006
Kryloff, N., Bogoliouboff, N.: La théorie générale de la mesure dans son application à l’étude des systèmes dynamiques de la mécanique non linéaire. Ann. Math. (2) 38(1), 65–113, 1937
Krylov, N.V.: Introduction to the Theory of Diffusion Processes. American Mathematical Society, Providence 1995
Krylov, N.V., Rozovskiĭ, B.L.: Stochastic evolution equations. Current Problems in Mathematics, Vol. 14 (Russian). Akad. Nauk SSSR, Vsesoyuz. Inst. Nauchn. i Tekhn. Informatsii, Moscow, 71–147, 256, 1979.
Kuksin , S.: The Eulerian limit for 2D statistical hydrodynamics. J. Stat. Phys. 115(1–2), 469–492, 2004
Kuksin , S., Shirikyan , A.: Randomly forced CGL equation: stationary measures and the inviscid limit. J. Phys. 37, 3805–3822, 2004
Kuksin , S., Shirikyan , A.: Mathematics of Two-Dimensional Turbulence. Cambridge University Press, Cambridge 2012
Lapeyre , G.: Surface quasi-geostrophy. Fluids 2(1), 7, 2017
Lions , J.-L.: Quelques méthodes de résolution des problèmes aux limites non linéaires. Dunod; Gauthier-Villars, Paris 1969
Lions , J.L., Magenes , E.: Non-homogeneous Boundary Value Problems and Applications, vol. 1. Springer, Berlin 1972
Liu , W., Röckner , M.: SPDE in Hilbert space with locally monotone coefficients. J. Funct. Anal. 259(11), 2902–2922, 2010
Liu , W., Röckner , M.: Local and global well-posedness of SPDE with generalized coercivity conditions. J. Differ. Equ. 254(2), 725–755, 2013
Liu , W., Röckner , M., Zhu , X.-C.: Large deviation principles for the stochastic quasi-geostrophic equations. Stoch. Process. Appl. 123(8), 3299–3327, 2013
Majda , A.J., Bertozzi , A.L.: Vorticity and Incompressible Flow. Cambridge Texts in Applied Mathematics, vol. 27. Cambridge University Press, Cambridge 2002
Marchand , F.: Existence and regularity of weak solutions to the quasi-geostrophic equations in the spaces \(L^p\) or \(\dot{H}^{-1/2}\). Commun. Math. Phys. 277(1), 45–67, 2008
Nahmod, A.R., Pavlović, N., Staffilani, G., Totz , N.: Global flows with invariant measures for the inviscid modified sqg equations. Stoch. Part. Differ. Equ. Anal. Comput. 6(2), 184–210, 2018
Oh , T.: Invariance of the Gibbs measure for the Schrödinger–Benjamin–Ono system. SIAM J. Math. Anal. 41(6), 2207–2225, 2010
Ohkitani, K., Yamada, M.: Inviscid and inviscid-limit behavior of a surface quasigeostrophic flow. Phys. Fluids 9, 876–882, 1997
Pedlosky , J.: Geophysical Fluid Dynamics. Springer Study Edition. Springer, New York 1992
Prévôt, C., Röckner, M.: A Concise Course on Stochastic Partial Differential Equations. Lecture Notes in Mathematics, vol. 1905. Springer, Berlin 2007
Resnick, S.G.: Dynamical Problems in Non-linear Advective Partial Differential Equations. Ph.D. thesis, University of Chicago, Department of Mathematics, 1995.
Röckner , M., Zhu , R., Zhu , X.: Sub and supercritical stochastic quasi-geostrophic equation. Ann. Probab. 43(3), 1202–1273, 2015
Rusin, W.: Logarithmic spikes of gradients and uniqueness of weak solutions to a class of active scalar equations, 2011.
Scott , R.K.: A scenario for finite-time singularity in the quasigeostrophic model. J. Fluid Mech. 687, 492–502, 2011
Stein, E.M., Murphy , T.S.: Harmonic Analysis: Real-variable Methods, Orthogonality, and Oscillatory Integrals, vol. 3. Princeton University Press, Princeton 1993
Sy , M.: Invariant measure and long time behavior of regular solutions of the Benjamin–Ono equation. Anal. PDE 11(8), 1841–1879, 2018
Sy, M.: Almost sure global well-posedness for the septic schrödinger equation on \(\mathbb{T}^3\), 2019.
Sy , M.: Invariant measure and large time dynamics of the cubic Klein–Gordon equation in 3d. Stoch. Part. Differ. Equ. Anal. Comput. 7(3), 379–416, 2019
Tzvetkov , N.: Invariant measures for the nonlinear Schrödinger equation on the disc. Dyn. Partial Differ. Equ. 3(2), 111–160, 2006
Willem , M.: Analyse fonctionnelle élémentaire. Enseignement des mathématiques, Cassini 2003
Zeidler, E.: Nonlinear Functional Analysis and Its Applications. II, B: Nonlinear Monotone Operators. Springer, New York. Translated from the German by the author and Leo F, Boron, 1990
Zlatoš , A.: Exponential growth of the vorticity gradient for the Euler equation on the torus. Adv. Math. 268, 396–403, 2015
Acknowledgements
The research of Juraj Foldes was partly supported by National Sicence Foundation under the Grant NSF-DMS-1816408. The authors would like to thank the anonymous reviewer for suggestions that considerably helped to improve the manuscript.
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Communicated by J. Bedrossian.
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J. Földes is partly supported by the National Sicence Foundation under the grant NSF-DMS-1816408.
Appendices
Appendix A: Some Facts on the Fluctuation–Dissipation Approach for Finite-Dimensional Hamiltonian Systems
In this section we elaborate on the question that was raised in the introduction: Do the constructed invariant measure \(\mu \) for is (1.1) concentrates on the equilibria? Although we proved that the support of \(\mu \) is infinite dimensional, it also known that the set of equilibria is also infinite dimensional; any solution of the equation
is an equilibrium of (1.1). Since every equilibrium is trivially a global solution, there is a possibility that \(\mu \) concentrates on the set of equilibria, and we did not construct any new solution. As mentioned above, we don’t have a definite answer to this question, however we provide an example of a general system for which the measure arising from fluctuation dissipation method is not supported on equilibria.
Since the SQG equation has a Hamiltonian structure, we will focus only on the Hamiltonian systems. There are several trivial examples in which the equilibria form a discrete set, and therefore are of measure zero, for instance the cubic defocusing Schrödinger equation with only one equilibrium. The example closest to SQG is 2D Euler equation, which has infinite dimensional manifold of equilibria with similar structure. However, whether the invariant measures for 2D Euler equation concentrate on equilibria is an open question, hence regularizing the problem might not help.
Let us turn our attention to finite dimensional systems. Consider a 2n-dimensional Hamiltonian system
where \(H:\mathbb {R}^n\times \mathbb {R}^n\rightarrow \mathbb {R}\) is a smooth Hamiltonian function. It is well known that \(f(H)\mathrm{d}x\mathrm{d}y\) is an invariant measure for the system, for any integrable smooth function f. We consider now the fluctuation–dissipation model
where \(\beta _1, \beta _2\) are independent Brownian motions. Then, \(e^{-H(x,y)}\) is a density of an invariant measure for (A.2), since \(e^{-H(x,y)}\) is solution of the Fokker-Plank equation
Thus \(\mu (\mathrm{d}x\mathrm{d}y)=T^{-1}e^{-H(x,y)}\mathrm{d}x\mathrm{d}y\) is an invariant probability measure of (A.2), were we denote \(T=\int _{\mathbb {R}^n\times \mathbb {R}^n} e^{-H(x,y)}\mathrm{d}x\mathrm{d}y\) to be a partition function (normalization). Note that T is finite if H has appropriate increase at infinity. Observe that \(\mu \) does not depend on \(\alpha \), thus by passing \(\alpha \rightarrow 0\), we see that \(\mu \) is an invariant measure of (A.1).
If H is constant on the unit ball of \(\mathbb {R}^n\times \mathbb {R}^n\), then any point in that ball is an equilibrium of (A.1), and therefore we have an open set of equilibria. On the other hand, \(\mu \) has positive density everywhere and in particular its support coincides with the whole space. There might be a possibility to apply this reasoning to infinite dimensional systems, but there are serious difficulties with coercivity of the dissipation. We leave this question open.
Appendix B: Itô Formula
For the reader’s convenience, we recall Itô’s formula in infinite dimensions, which is used several times in the proofs of the main results. We say that the equation (1.2) has the Itô property on the triple \((H^{s-1},H^s,H^{s+1})\) if
-
(1)
for some \(T> 0\), (1.2) has a unique solution on [0, T) for any data in \(H^s\);
-
(2)
the process \(h{:}{=}-\alpha (\Delta ^2\theta -\nabla (|\nabla \theta |^2\nabla \theta ))-\mathbf {u}\cdot \nabla \theta \) is \(\mathcal {F}_t\)-adapted and
$$\begin{aligned} \mathbb {P}\left( \int _0^t(\Vert \theta (r)\Vert _{s+1}^2+\Vert h(r)\Vert _{s-1}^2)dr< \infty , \ \ \forall \ t>0\right) =1,\ \ \sum _{m>0} a_m^{2}\lambda _m^s<\infty . \end{aligned}$$
We have the following version of Itô’s lemma proved in [43, Section A.7]:
Theorem B.1
([43]) Let \(F\in C^2(H^s,\mathbb {R})\) be a functional which is locally uniformly continuous, together with its first two derivatives, on \(H^s\). Suppose that (1.2) satisfies the Itô property on \((H^{s-1},H^s,H^{s+1})\) and that F satisfies the following conditions:
-
(1)
There is a function \(K:\mathbb {R}_+\rightarrow \mathbb {R}_+\) such that
$$\begin{aligned} |F'(\theta ;v)|\leqq K(\Vert \theta \Vert _{s})\Vert \theta \Vert _{{s+1}}\Vert v\Vert _{{s-1}},\ \ \ \theta \in H^{s+1},\ \ v\in H^{s-1}. \end{aligned}$$(B.1) -
(2)
For any sequence \(\{w_k\}\subset H^{s+1}\) converging toward \(w\in H^{s+1}\) and any \(v\in H^{s-1}\), we have
$$\begin{aligned} F'(w_k;v)\rightarrow F'(w;v),\ \ as\ \ k\rightarrow \infty . \end{aligned}$$(B.2) -
(3)
The solution \(\theta \) of (1.2) satisfies
$$\begin{aligned} \sum _{m} a_m^2\mathbb {E}\int _0^t|F'(\theta ;e_m)|^2\mathrm{d}s <\infty \ \ \ \ for\ all \ t>0. \end{aligned}$$(B.3)
Then we have
In particular,
If one omits (B.3), then we have the formula (B.1) where t is replaced by the stopping time \(t\wedge \tau _n\), with
with the convention \(\inf \emptyset =+\infty .\)
Appendix C: Embedding \(L^2H^2 \cap W^{1,\frac{4}{3}}W^{-1, \frac{4}{3}} \hookrightarrow CH^{-\delta }\)
Although the parabolic embedding \(L^2H^2 \cap W^{1,\frac{4}{3}}W^{-1, \frac{4}{3}} \hookrightarrow CH^{-\delta }\) follows from standard arguments we were not able to locate the proof in the literature. Hence, we outline the main steps in this appendix.
By [2, Theorem 5.2], we have, for any \(\theta > \frac{2}{3}\), that
where \((H^2, W^{-1, \frac{4}{3}})_{\theta , p_\theta }\) is the real interpolation space and \(p_\theta \) satisfies
However, by [2, (3.5)], for any \(\varepsilon \in (0, 1)\) one has
where \(B^{s}_{p, q}\) is a Besov space. From [5, Theorem 6.4.5, (3)] and [2, (3.5)] if follows that
Finally, by Sobolev embeddings,
where \(\delta \geqq \frac{\theta }{2} + (-2 + \varepsilon ) + (3 - \varepsilon )\theta \). Since \(\theta > \frac{2}{3}\) and \(\varepsilon > 0\) can be chosen arbitrarily close to \(\frac{2}{3}\) and 0, respectively, one obtains that
for any \(\delta > \frac{1}{3}\), as desired.
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Földes, J., Sy, M. Invariant Measures and Global Well Posedness for the SQG Equation. Arch Rational Mech Anal 241, 187–230 (2021). https://doi.org/10.1007/s00205-021-01650-7
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DOI: https://doi.org/10.1007/s00205-021-01650-7