Abstract
We propose a new Eulerian numerical approach to compute the Jacobian of flow maps in continuous dynamical systems and subsequently the so-called finite time Lyapunov exponent (FTLE) for Lagrangian coherent structure extraction. The original approach computes the flow map and then numerically determines the Jacobian of the map using finite differences. The new algorithm improves the original Eulerian formulation so that we first obtain partial differential equations for each component of the Jacobian and then solve these equations to obtain the required Jacobian. For periodic dynamical systems, based on the time doubling technique developed for computing the longtime flow map, we also propose a new efficient iterative method to compute the Jacobian of the longtime flow map. Numerical examples will demonstrate that our new proposed approach is more accurate than the original one in computing the Jacobian and thus the FTLE field, especially near the FTLE ridges.
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Badas, M.G., Domenichini, F., Querzoli, G.: Quantification of the blood mixing in the left ventricle using finite time Lyapunov exponents. Meccania 52, 529–544 (2017)
Candès, E.J., Ying, L.: Fast geodesics computation with the phase flow method. J. Comput. Phys. 220, 6–18 (2006)
Cardwell, B.M., Mohseni, K.: Vortex shedding over two-dimensional airfoil: where do the particles come from? AIAA J. 46, 545–547 (2008)
Chavent, G., Cockburn, B.: The local projection p0 p1-discontinuous-Galerkin finite element method for scalar conservation laws. RAIRO Modél. Math. Anal. Numér. 23, 565–592 (1989)
Cockburn, B., Shu, C.-W.: The Runge–Kutta discontinuous Galerkin finite element method for conservation laws V: multidimensional systems. J. Comput. Phys. 141, 199–224 (1998)
Cockburn, B., Shu, C.-W.: Runge–Kutta discontinuous Galerkin methods for convection-dominated problems. J. Sci. Comput. 16, 173–261 (2001)
Garth, C., Gerhardt, F., Tricoche, X., Hagen, H.: Efficient computation and visualization of coherent structures in fluid flow applications. IEEE Trans. Vis. Comput. Graph. 13, 1464–1471 (2007)
Garth, C., Li, G.S., Tricoche, X., Hansen, C.D., Hagen, H.: Visualization of Coherent Structures in Transient 2D Flows. Springer, Berlin (2009)
Gottlieb, S., Shu, C.-W.: Total variation diminishing Runge–Kutta schemes. Math. Comput. 67, 73–85 (1998)
Green, M.A., Rowley, C.W., Smiths, A.J.: Using hyperbolic Lagrangian coherent structures to investigate vortices in biospired fluid flows. Chaos 20, 017510 (2010)
Haller, G.: Distinguished material surfaces and coherent structures in three-dimensional fluid flows. Physica D 149, 248–277 (2001)
Haller, G.: Lagrangian structures and the rate of strain in a partition of two-dimensional turbulence. Phys. Fluids A 13, 3368–3385 (2001)
Haller, G., Yuan, G.: Lagrangian coherent structures and mixing in two-dimensional turbulence. Physica D 147, 352–370 (2000)
Kuhn, A., Rossl, C., Weinkauf, T., Theisel, H.: A benchmark for evaluating FTLE computations. In: IEEE Pacific Visualization Symposium, pp. 121–128. IEEE Computer Society (2012)
Lekien, F., Leonard, N.: Dynamically consistent Lagrangian coherent structures. In: Experimental Chaos: 8-th Experimental Chaos Conference, pp. 132–139 (2004)
Lekien, F., Ross, S.D.: The computation of finite-time Lyapunov exponents on unstructured meshes and for non-Euclidean manifolds. Chaos 20, 017505 (2010)
Lekien, F., Shadden, S.C., Marsden, J.E.: Lagrangian coherent structures in \(n\)-dimensional systems. J. Math. Phys. 48, 065404 (2007)
Leung, S.: An Eulerian approach for computing the finite time Lyapunov exponent. J. Comput. Phys. 230, 3500–3524 (2011)
Leung, S.: The backward phase flow method for the Eulerian finite time Lyapunov exponent computations. Chaos 23, 043132 (2013)
Leung, S., Qian, J.: Eulerian Gaussian beams for Schrödinger equations in the semi-classical regime. J. Comput. Phys. 228, 2951–2977 (2009)
Lipinski, D., Mohseni, K.: Flow structures and fluid transport for the hydromedusae Sarsia tubulosa and Aequorea victoria. J. Exp. Biol. 212, 2436–2447 (2009)
Liu, X.D., Osher, S.J., Chan, T.: Weighted essentially nonoscillatory schemes. J. Comput. Phys. 115, 200–212 (1994)
Lukens, S., Yang, X., Fauci, L.: Using Lagrangian coherent structures to analyze fluid mixing by cillia. Chaos 20, 017511 (2010)
Osher, S.J., Sethian, J.A.: Fronts propagating with curvature dependent speed: algorithms based on Hamilton–Jacobi formulations. J. Comput. Phys. 79, 12–49 (1988)
Qian, J., Leung, S.: A local level set method for paraxial multivalued geometric optics. SIAM J. Sci. Comput. 28, 206–223 (2006)
Sapsis, T., Haller, G.: Inertial particle dynamics in a hurricane. J. Atmos. Sci. 66, 2481–2492 (2009)
Shadden, S.C., Lekien, F., Marsden, J.E.: Definition and properties of Lagrangian coherent structures from finite-time Lyapunov exponents in two-dimensional aperiodic flows. Physica D 212, 271–304 (2005)
Shu, C.W.: Essentially non-oscillatory and weighted essentially non-oscillatory schemes for hyperbolic conservation laws. In: Cockburn, B., Johnson, C., Shu, C.W., Tadmor, E. (eds.) Advanced Numerical Approximation of Nonlinear Hyperbolic Equations. Lecture Notes in Mathematics, vol. 1697, pp. 325–432. Springer, Berlin (1998)
Tang, W., Chan, P.W., Haller, G.: Accurate extraction of Lagrangian coherent structures over finite domains with application to flight data analysis over Hong Kong international airport. Chaos 20, 017502 (2010)
Tang, W., Peacock, T.: Lagrangian coherent structures and internal wave attractors. Chaos 20, 017508 (2010)
You, G., Leung, S.: VIALS: an Eulerian tool based on total variation and the level set method for studying dynamical systems. J. Comput. Phys. 266, 139–160 (2014)
You, G., Leung, S.: Eulerian based interpolation schemes for flow map construction and line integral computation with applications to coherent structures extraction. J. Sci. Comput. 74, 70–96 (2018)
You, G., Wong, T., Leung, S.: Eulerian methods for visualizating continuous dynamical systems using Lyapunov exponents. SIAM J. Sci. Comput. 39(2), A415–A437 (2017)
Acknowledgements
The work of You was supported by the National Natural Science Foundation of China (No. 11701287) and the Natural Science Foundation of Jiangsu Province (No. BK20171071). The work of Leung was supported in part by the Hong Kong RGC Grants 16303114 and 16309316.
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You, G., Leung, S. An Improved Eulerian Approach for the Finite Time Lyapunov Exponent. J Sci Comput 76, 1407–1435 (2018). https://doi.org/10.1007/s10915-018-0669-y
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DOI: https://doi.org/10.1007/s10915-018-0669-y