Structure Preserving Model Order Reduction of Shallow Water Equations
arXiv:1907.09406 · doi:10.1002/mma.6751
Abstract
In this paper, we present two different approaches for constructing reduced-order models (ROMs) for the two-dimensional shallow water equation (SWE). The first one is based on the noncanonical Hamiltonian/Poisson form of the SWE. After integration in time by the fully implicit average vector field method, ROMs are constructed with proper orthogonal decomposition/discrete empirical interpolation method (POD/DEIM) that preserves the Hamiltonian structure. In the second approach, the SWE as a partial differential equation with quadratic nonlinearity is integrated in time by the linearly implicit Kahan's method and ROMs are constructed with the tensorial POD that preserves the linear-quadratic structure of the SWE. We show that in both approaches, the invariants of the SWE such as the energy, enstrophy, mass, and circulation are preserved over a long period of time, leading to stable solutions. We conclude by demonstrating the accuracy and the computational efficiency of the reduced solutions by a numerical test problem.
References in corpus (14)
- The GNAT method for nonlinear model reduction: effective implementation and application to computational fluid dynamics and turbulent flows
- Preserving energy resp. dissipation in numerical PDEs using the "Average Vector Field" method
- POD/DEIM Nonlinear model order reduction of an ADI implicit shallow water equations model
- Nonlinear Model Order Reduction via Lifting Transformations and Proper Orthogonal Decomposition
- Comparison of POD reduced order strategies for the nonlinear 2D Shallow Water Equations
- Structure Preserving Model Reduction of Parametric Hamiltonian Systems
- Geometric properties of Kahan's method
- Structure-Preserving Galerkin POD Reduced-Order Modeling of Hamiltonian Systems
- Preserving multiple first integrals by discrete gradients
- Energy-enstrophy conserving compatible finite element schemes for the rotating shallow water equations with slip boundary conditions
- Energy conserving upwinded compatible finite element schemes for the rotating shallow water equations
- Discretization of polynomial vector fields by polarization
- Energy preserving model order reduction of the nonlinear Schrödinger equation
- Interpolation-Based Model Order Reduction for Polynomial Parametric Systems
Cited by in corpus (8)
- On closures for reduced order models A spectrum of first-principle to machine-learned avenues
- Full and Reduced Order Model Consistency of the Nonlinearity Discretization in Incompressible Flows
- Structure-preserving reduced-order modelling of Korteweg de Vries equation
- Macro-micro decomposition for consistent and conservative model order reduction of hyperbolic shallow water moment equations: A study using POD-Galerkin and dynamical low rank approximation
- Reduced order modelling of nonlinear cross-diffusion systems
- Global energy preserving model reduction for multi-symplectic PDEs
- Energy preserving reduced-order modelling of thermal shallow water equation
- Reduced-order modeling for Ablowitz-Ladik equation