Low-dimensional model of turbulent Rayleigh-Benard convection in a Cartesian cell with square domain
arXiv:1106.4157 · doi:10.1063/1.3610395
Abstract
A low-dimensional model (LDM) for turbulent Rayleigh-Benard convection in a Cartesian cell with square domain, based on the Galerkin projection of the Boussinesq equations onto a finite set of empirical eigenfunctions, is presented. The empirical eigenfunctions are obtained from a joint Proper Orthogonal Decomposition (POD) of the velocity and temperature fields using the Snapshot Method on the basis of a direct numerical simulation (DNS). The resulting LDM is a quadratic inhomogeneous system of coupled ordinary differential equations which we use to describe the long-time temporal evolution of the large-scale mode amplitudes for a Rayleigh number of 1e5 and a Prandtl number of 0.7. The truncation to a finite number of degrees of freedom, that does not exceed a number of 310 for the present, requires the additional implementation of an eddy viscosity-diffusivity to capture the missing dissipation of the small-scale modes. The magnitude of this additional dissipation mechanism is determined by requiring statistical stationarity and a total dissipation that corresponds with the original DNS data. We compare the performance of two models, a constant so-called Heisenberg viscosity--diffusivity and a mode-dependent or modal one. The latter viscosity--diffusivity model turns out to reproduce the large-scale properties of the turbulent convection qualitatively well, even for a model with only a few hundred POD modes.
23 pages, 18 Postscript figures, Figures 6,7,8,9,17,18 in reduced quality
References in corpus (6)
- Large scale dynamics in turbulent Rayleigh-Benard convection
- Aspect ratio dependence of heat transfer and large-scale flow in turbulent convection
- Modeling of Transitional Channel Flow Using Balanced Proper Orthogonal Decomposition
- Fine-scale statistics of temperature and its derivatives in convective turbulence
- Lagrangian studies in convective turbulence
- Lagrangian dispersion and heat transport in convective turbulence
Cited by in corpus (10)
- Boundary layer structure in turbulent Rayleigh-Benard convection
- Reservoir computing model of two-dimensional turbulent convection
- Sparse nonlinear models of chaotic electroconvection
- Reduced-order modeling of two-dimensional turbulent Rayleigh-Bénard flow by hybrid quantum-classical reservoir computing
- Generalizability of reservoir computing for flux-driven two-dimensional convection
- Lagrangian coherent sets in turbulent Rayleigh-Bénard convection
- Reduced-order modeling of fully turbulent buoyancy-driven flows using the Green's function method
- Reduced modeling of porous media convection in a minimal flow unit at large Rayleigh number
- Direct data-driven forecast of local turbulent heat flux in Rayleigh-Bénard convection
- Vector cylindrical harmonics for low-dimensional convection models