Abstract
In this paper, a general method to obtain constructive proofs of existence of periodic orbits in the forced autonomous Navier–Stokes equations on the three-torus is proposed. After introducing a zero finding problem posed on a Banach space of geometrically decaying Fourier coefficients, a Newton–Kantorovich theorem is applied to obtain the (computer-assisted) proofs of existence. The required analytic estimates to verify the contractibility of the operator are presented in full generality and symmetries from the model are used to reduce the size of the problem to be solved. As applications, we present proofs of existence of spontaneous periodic orbits in the Navier–Stokes equations with Taylor–Green forcing.
Similar content being viewed by others
References
Arioli, G., Koch, H.: Integration of dissipative partial differential equations: a case study. SIAM J. Appl. Dyn. Syst. 9(3), 1119–1133 (2010)
Arioli, G., Koch, H., Terracini, S.: Two novel methods and multi-mode periodic solutions for the Fermi–Pasta–Ulam model. Commun. Math. Phys. 255(1), 1–19 (2005)
Burgers, J.M.: A mathematical model illustrating the theory of turbulence. Adv. Appl. Mech. 1, 171–199 (1948)
Caloz, G., Rappaz, J.: Numerical analysis for nonlinear and bifurcation problems. Handb. Numer. Anal. 5, 487–637 (1997)
Castelli, R., Gameiro, M., Lessard, J.-P.: Rigorous numerics for ill-posed PDEs: periodic orbits in the Boussinesq equation. Arch. Ration. Mech. An. 228(1), 129–157 (2018)
Castro, A., Córdoba, D., Gómez-Serrano, J.: Global smooth solutions for the inviscid SQG equation. arXiv preprint arXiv:1603.03325 (2016)
Cvitanović, P.: Recurrent flows: the clockwork behind turbulence. J. Fluid Mech. 726, 1–4 (2013)
Day, S., Lessard, J.-P., Mischaikow, K.: Validated continuation for equilibria of PDEs. SIAM J. Numer. Anal. 45(4), 1398–1424 (2007)
Dombre, T., Frisch, U., Green, J.M., Hénon, M., Mehr, A., Soward, A.M.: Chaotic streamlines in the ABC flows. J. Fluid Mech. 167, 353–391 (1986)
Farwig, R., Okabe, T.: Periodic solutions of the Navier–Stokes equation with inhomogeneous boundary conditions. Ann. Univ. Ferrara Sez. VII Sci. Math. 56, 249–281 (2010)
Figueras, J.-L., de la Llave, R.: Numerical computations and computer assisted proofs of periodic orbits of the Kuramoto–Sivashinsky equation. SIAM J. Appl. Dyn. Syst. 16(2), 834–852 (2017)
Galdi, G.P.: On bifurcating time-periodic flow of a Navier–Stokes liquid past a cylinder. Arch. Ration. Mech. An. 222(1), 285–315 (2016)
Gameiro, M., Lessard, J.-P.: A posteriori verification of invariant objects of evolution equations: periodic orbits in the Kuramoto–Sivashinsky PDE. SIAM J. Appl. Dyn. Syst. 16(1), 687–728 (2017)
Gómez-Serrano, J.: Computer-assisted proofs in PDE: a survey. SeMA J. 76(3), 459–484 (2019)
Hales, T.C.: A proof of the Kepler conjecture. Ann. Math. 162(3), 1065–1185 (2005)
Heywood, J.G., Nagata, W., Xie, W.: A numerical based existence theorem for the Navier–Stokes equation. J. Math. Fluid Mech. 1, 5–23 (1999)
Hsia, C.-H., Jung, C.-Y., Nguyen, T.B., Shiue, M.-C.: On time periodic solutions, asymptotic stability and bifurcations of Navier–Stokes equations. Numer. Math. 135, 607–638 (2017)
Iooss, G.: Existence et stabilité de la solution périodique secondaire intervenant dans les problèmes d’évolution du type Navier–Stokes. Arch. Ration. Mech. An. 47(4), 301–329 (1972)
Iudovich, V.: The onset of auto-oscillations in a fluid. PMM J. Appl. Math. Mech. 35(4), 587–603 (1971)
Joseph, D., Sattinger, D.: Bifurcating time periodic solutions and their stability. Arch. Ration. Mech. An. 45(2), 79–109 (1972)
Kaniel, S., Shinbrot, M.: A reproductive property of Navier–Stokes equations. Arch. Ration. Mech. An. 24(5), 363 (1967)
Kato, H.: Existence of periodic solutions of the Navier–Stokes equations. J. Math. Anal. Appl. 208(1), 141–157 (1997)
Kawahara, G., Kida, S.: Periodic motion embedded in plane Couette turbulence: regeneration cycle and burst. J. Fluid Mech. 449, 291–300 (2001)
Kim, M., Nakao, M.T., Watanabe, Y., Nishida, T.: A numerical verification method of bifurcating solutions for 3-dimensional Rayleigh–Bénard problems. Numer. Math. 111, 389–406 (2009)
Koch, H., Schenkel, A., Wittwer, P.: Computer-assisted proofs in analysis and programming in logic: a case study. SIAM Rev. 38(4), 565–604 (1996)
Kovasznay, L.: Hot-wire investigation of the wake behind cylinders at low Reynolds numbers. Proc. R. Soc. Lond. Ser. A Math. Phys. 198(1053), 174–190 (1949)
Kozono, H., Nakao, M.: Periodic solutions of the Navier–Stokes equations in unbounded domains. Tohoku Math. J. 48(1), 33–50 (1996)
Kuznetsov, Y.A.: Elements of Applied Bifurcation Theory, Volume 112 of Applied Mathematical Sciences. Springer, Berlin (2013)
Lanford III, O.E.: A computer-assisted proof of the Feigenbaum conjectures. Bull. Am. Math. Soc. (N.S.) 6(3), 427–434 (1982)
Maremonti, P.: Existence and stability of time-periodic solutions to the Navier–Stokes equations in the whole space. Nonlinearity 4(2), 503–529 (1991)
Mischaikow, K., Mireles James, J.D.: Encyclopedia of Applied and Computational Mathematics, chapter Computational Proofs in Dynamics. Springer (2015)
Nakao, M.T.: Numerical verification methods for solutions of ordinary and partial differential equations. Numer. Funct. Anal. Optim. 22(3–4), 321–356 (2001)
Plum, M.: Computer-assisted enclosure methods for elliptic differential equations. Linear Algebra Appl. 324(1–3), 147–187 (2001)
Robertson, N., Sanders, D., Seymour, P., Thomas, R.: The four-colour theorem. J. Combin. Theory Ser. B 70(1), 2–44 (1997)
Rump, S.M.: Intlab—interval laboratory. In: Developments in Reliable Computing, pp. 77–104. Springer (1999)
Rump, S.M.: Verification methods: rigorous results using floating-point arithmetic. Acta Numer. 19, 287–449 (2010)
Sánchez Umbría, J., Net, M.: Numerical continuation methods for large-scale dissipative dynamical systems. Eur. Phys. J. Spec. Top. 225, 2465–2486 (2016)
Serrin, J.: A note on the existence of periodic solutions of the Navier-Stokes equations. Arch. Ration. Mech. An. 3(2), 120–122 (1959)
Serrin, J.: On the stability of viscous fluid motions. Arch. Ration. Mech. An. 3(1), 1–13 (1959)
Sipp, D., Jacquin, L.: Elliptic instability in two-dimensional flattened Taylor–Green vortices. Phys. Fluids 10(4), 839–849 (1998)
Sutera, S., Skalak, R.: The history of Poiseuille law. Ann. Rev. Fluid Mech. 25, 1–19 (1993)
Takeshita, A.: On the reproductive property of the \(2\)-dimensional Navier-Stokes equations. J. Fac. Sci. Univ. Tokyo Sect. I(16), 297–311 (1969)
Taylor, G.: Stability of a viscous liquid contained between two rotating cylinders. Proc. R. Soc. Lond. Ser. A 102(718), 541–542 (1923)
Taylor, G., Green, A.: Mechanism of the production of small eddies from large ones. Proc. R. Soc. Lond. Ser. A Math. Phys. 158(A895), 0499–0521 (1937)
Teramoto, Y.: On the stability of periodic solutions of the Navier–Stokes equations in a noncylindrical domain. Hiroshima Math. J. 13(3), 607–625 (1983)
Tucker, W.: A rigorous ODE Solver and Smale’s 14th Problem. Found. Comput. Math. 2(1), 53–117 (2002)
Tucker, W.: Validated Numerics: A Short Introduction to Rigorous Computations. Princeton University Press, Princeton (2011)
van den Berg, J.B., Breden, M., Lessard, J.-P., van Veen, L.: MATLAB code for “Spontaneous periodic orbits in the Navier–Stokes flow”. (2019) https://www.math.vu.nl/~janbouwe/code/navierstokes/
van den Berg, J.B., Lessard, J.-P.: Rigorous numerics in dynamics. Not. Am. Math. Soc. 62(9), 1057–1061 (2015)
van den Berg, J.B., Williams, J.F.: Rigorously computing symmetric stationary states of the Ohta–Kawasaki problem in three dimensions. SIAM J. Math. Anal. 51(1), 131–158 (2019)
van Veen, L.: Computational Modelling of Bifurcations and Instabilities in Fluid Dynamics, chapter A Brief History of Simple Invariant Solutions in Turbulence, pp. 217–232. Springer (2019)
Watanabe, Y.: A computer-assisted proof for the Kolmogorov flows of incompressible viscous fluid. J. Comput. Appl. Math. 223, 953–966 (2009)
Watanabe, Y.: An efficient verification method for the Kolmogorov problem of incompressible fluid. J. Comput. Appl. Math. 302, 157–170 (2016)
Watanabe, Y., Yamamoto, N., Nakao, M.T.: A numerical verification method of solutions for the Navier–Stokes equations. Reliab. Comput. 5, 347–357 (1999)
Yamamoto, N.: A numerical verification method for solutions of boundary value problems with local uniqueness by Banach’s fixed-point theorem. SIAM J. Numer. Anal. 35(5), 2004–2013 (1998)
Zgliczynski, P.: Rigorous numerics for dissipative partial differential equations II. Periodic orbit for the Kuramoto–Sivashinsky PDE—a computer-assisted proof. Found. Comput. Math. 4(2), 157–185 (2004)
Author information
Authors and Affiliations
Corresponding author
Additional information
Communicated by Arnd Scheel.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
J. B. van den Berg: partially supported by NWO-VICI Grant 639033109. M. Breden: partially supported by a Lichtenberg Professorship grant of the VolkswagenStiftung awarded to C. Kuehn. J.-P. Lessard and L. van Veen: supported by NSERC.
Appendix
Appendix
The estimates obtained in Sects. 3 and 4.6 are used as input for Theorem 4.23, which allows us to validate symmetric periodic solutions \(\omega \) of the vorticity equation, with explicit error bounds, as illustrated in Sect. 5. In this appendix, we describe how to recover errors bounds for the associated velocity u and pressure p that solve the Navier–Stokes equations.
We start with a variation, adapted to our framework, of the classical result stating that a curl-free vector field can be written as a gradient, which was used already in the proof of Lemma 2.5.
Lemma 5.6
Let \(\Phi \in \left( {\mathbb {C}}^3\right) ^{{\mathbb {Z}}^4}\) satisfy
Then the map \(\Gamma :\left( {\mathbb {C}}^3\right) ^{{\mathbb {Z}}^4} \rightarrow {\mathbb {C}}^{{\mathbb {Z}}^4}\) constructed component-wise as
is well defined, and \(p=\Gamma \Phi \) satisfies \(\Phi =-\nabla p\).
Proof
To ensure that \(\Gamma \) is well defined, it suffices to show that, for all \(n\in {\mathbb {Z}}^4\) and \(l,m \in \{1,2,3\}\)
Indeed, since \(\nabla \times \Phi =0\), we have that for all \(n\in {\mathbb {Z}}^4\) and all \(l,m\in \{1,2,3\}\),
which immediately yields (5.9). Therefore, \(p=\Gamma \Phi \) is well defined, and we are left to check that \(\Phi =-\nabla p\). If \(\tilde{n}=0\), then we have
because we assumed \(\Phi _{n}=0\) for all \(\tilde{n}=0\). If \(\tilde{n}\ne 0\), for any \(l\in \{1,2,3\}\) we distinguish between two cases. If \(n_l\ne 0\), then
If \(n_l= 0\), then \(-\left( \nabla p\right) _n^{(l)}=0\), but there exists an \(m\ne l\) such that \(n_m\ne 0\), and thus, by (5.10) we find \(\Phi _n^{(l)}=0\), i.e., \(-\left( \nabla p\right) _n^{(l)}= \Phi _n^{(l)}\) also holds. \(\square \)
The above lemma can be used in the context of Navier–Stokes equations, to recover the pressure from the velocity. (We recall that the velocity itself is recovered from the vorticity via \(u=M\omega \).) We point out that an alternative (arguably more classical) approach is to define p as the solution of the Poisson equation
satisfying
Indeed, the latter approach is going to be useful in the sequel, as (5.11) allows to recover sharper error bounds for the pressure (compared to using Lemma 5.6 only).
Our aim is to derive error estimates for the velocity and the pressure that can be applied as soon as we have validated a divergence-free solution W of the vorticity equation via Theorem 2.15 or Theorem 4.23.
Lemma 5.7
Assume that for some \(\bar{W}=(\bar{\Omega },\bar{\omega })\in {\mathcal {X}}^{\mathrm{div}}\), \(\eta >1\), we have proved the existence of \(r>0\) and of \(W=(\Omega ,\omega )\in {\mathcal {B}}_{{\mathcal {X}}^{\mathrm{div}}}(\bar{W},r)\) such that \({\mathcal {F}}(W)=0\). Define
where \(\Phi \) is defined in (2.12) and \(\Gamma \) is defined as in Lemma 5.6. We also consider the sequence \(\bar{p}\in {\mathbb {C}}^{{\mathbb {Z}}^4}\) defined as
Then, we have the following error estimates for the velocity and the pressure:
Remark 5.8
As explained in Remark 2.17, these weighted \(\ell ^1\)-norms control the \({\mathcal {C}}^0\)-norms of the errors (explicitly). Notice also that, even though we used \(\eta =1\) to validate the vorticity in Theorem 5.1 and Theorem 5.2, by continuity of the estimates with respect to \(\eta \) we get for free a validation for some \(\tilde{\eta }>1\) (see the proof of Theorem 5.1), and thus, Lemma 5.7 is directly applicable.
Proof
The error estimate for the velocity simply follows from the definition of M:
To obtain the error estimate for the pressure, we use the fact that (u, p) are smooth solutions of Navier–Stokes equations (see Lemma 2.5), and thus, (5.11) holds. In Fourier space, this reduces to
Since both u and \(\bar{u}\) are divergence-free, by Lemma 2.2 we can write, for all \(\tilde{n}\ne 0\),
We then estimate
where \(\left| \cdot \right| \) applied to a sequence must be understood component-wise, i.e., \(\vert u^{(l)}\vert \) is the sequence whose nth element is equal to \(\vert u^{(l)}_n\vert \). Finally, we obtain
\(\square \)
Rights and permissions
About this article
Cite this article
van den Berg, J.B., Breden, M., Lessard, JP. et al. Spontaneous Periodic Orbits in the Navier–Stokes Flow. J Nonlinear Sci 31, 41 (2021). https://doi.org/10.1007/s00332-021-09695-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00332-021-09695-4