Extraction and prediction of coherent patterns in incompressible flows through space-time koopman analysis
DOI10.1016/j.physd.2019.132211zbMath1453.76179arXiv1706.06450OpenAlexW2635039932WikidataQ127181729 ScholiaQ127181729MaRDI QIDQ2222732
Suddhasattwa Das, Dimitrios Giannakis
Publication date: 27 January 2021
Published in: Physica D (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1706.06450
kernel methodsdiffusion mapsLagrangian coherent structuresPerron-Frobenius operatorsKoopman operatorsnonparametric prediction
Dynamical systems in fluid mechanics, oceanography and meteorology (37N10) Stochastic analysis applied to problems in fluid mechanics (76M35) Eigenvalue problems for linear operators (47A75) Dynamical systems and their relations with probability theory and stochastic processes (37A50) Special approximation methods (nonlinear Galerkin, etc.) for infinite-dimensional dissipative dynamical systems (37L65)
Related Items (8)
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Discovering governing equations from data by sparse identification of nonlinear dynamical systems
- Local kernels and the geometric structure of data
- The proper dissipative extensions of a dual pair
- Predicting fat-tailed intermittent probability distributions in passive scalar turbulence with imperfect models through empirical information theory
- Multi-scale geometric methods for data sets. II: Geometric multi-resolution analysis
- Geometry of the ergodic quotient reveals coherent structures in flows
- Strange eigenmodes and decay of variance in the mixing of diffusive tracers
- A variational theory of hyperbolic Lagrangian coherent structures
- Analytic vectors
- Almost-invariant sets and invariant manifolds - connecting probabilistic and geometric descriptions of coherent structures in flows
- Lagrangian transport in geophysical jets and waves. The dynamical systems approach
- Variable bandwidth diffusion kernels
- Coherent sets for nonautonomous dynamical systems
- Infinite-dimensional dynamical systems in mechanics and physics
- Riemannian submersions commuting with the Laplacian
- Embedology
- Mixed spectra and rotational symmetry
- What are SRB measures, and which dynamical systems have them?
- On one-parameter unitary groups in Hilbert space
- Travelling waves and their bifurcations in the Lorenz-96 model
- Lagrangian coherent structures and mixing in two-dimensional turbulence
- Interpolating discrete advection--diffusion propagators at Leja sequences
- An analytic framework for identifying finite-time coherent sets in time-dependent dynamical systems
- A residual based error estimate for Leja interpolation of matrix functions
- Manifold maps commuting with the Laplacian
- Delay-coordinate maps and the spectra of Koopman operators
- Data-driven spectral decomposition and forecasting of ergodic dynamical systems
- Spatiotemporal pattern extraction by spectral analysis of vector-valued observables
- Filter accuracy for the Lorenz 96 model: fixed versus adaptive observation operators
- Diffusion and mixing in fluid flow
- Consistency of spectral clustering
- Comparison of software for computing the action of the matrix exponential
- Diffusion maps
- Diffusion wavelets
- Spectral properties of dynamical systems, model reduction and decompositions
- The fundamental equations of a submersion
- Definition and properties of Lagrangian coherent structures from finite-time Lyapunov exponents in two-dimensional aperiodic flows
- Harmonic analysis of operators on Hilbert space
- Accurate evaluation of divided differences for polynomial interpolation of exponential propagators
- Perturbation theory for normal operators
- Applied Koopmanism
- Dynamic isoperimetry and the geometry of Lagrangian coherent structures
- Dissipative Operators and Hyperbolic Systems of Partial Differential Equations
- The behavior of the spectral gap under growing drift
- On the Approximation of Complicated Dynamical Behavior
- The Lorenz attractor exists
- $
- ARPACK Users' Guide
- Eigenvalues of the form valued Laplacian for Riemannian submersions
- Nineteen Dubious Ways to Compute the Exponential of a Matrix, Twenty-Five Years Later
- Understanding the geometry of transport: Diffusion maps for Lagrangian trajectory data unravel coherent sets
- Robust FEM-Based Extraction of Finite-Time Coherent Sets Using Scattered, Sparse, and Incomplete Trajectories
- Laplacian Eigenmaps for Dimensionality Reduction and Data Representation
- Stirring by chaotic advection
- Dynamics-Adapted Cone Kernels
- Transport in time-dependent dynamical systems: Finite-time coherent sets
- Estimating long-term behavior of periodically driven flows without trajectory integration
- Objective Eulerian coherent structures
- Graph Laplacian Tomography From Unknown Random Projections
- Functions of Matrices
- Information Theory and Stochastics for Multiscale Nonlinear Systems
- Tracer microstructure in the large-eddy dominated regime
This page was built for publication: Extraction and prediction of coherent patterns in incompressible flows through space-time koopman analysis