Computation of rare transitions in the barotropic quasi-geostrophic equations
arXiv:1409.3219 · doi:10.1088/1367-2630/17/1/015009
Abstract
We investigate the theoretical and numerical computation of rare transitions in simple geophysical turbulent models. We consider the barotropic quasi-geostrophic and two-dimensional Navier-Stokes equations in regimes where bistability between two coexisting large-scale attractors exist. By means of large deviations and instanton theory with the use of an Onsager-Machlup path integral formalism for the transition probability, we show how one can directly compute the most probable transition path between two coexisting attractors analytically in an equilibrium (Langevin) framework and numerically otherwise. We adapt a class of numerical optimization algorithms known as minimum action methods to simple geophysical turbulent models. We show, that by numerically minimizing an appropriate action functional, in a large deviation limit, one can predict the most likely transition path for a rare transition between two states. By considering examples where theoretical predictions can be made, we show that the minimum action method successfully predicts the most likely transition path. Finally, we discuss the application and extension of such numerical optimization schemes to compute rare transitions observed in direct numerical simulations, experiments and to other, more complex, turbulent systems.
28 pages, 16 figures
References in corpus (5)
- Rotations and cessations of the large-scale circulation in turbulent Rayleigh-Benard convection
- Random changes of flow topology in two dimensional and geophysical turbulence
- Simpler Variational Problem for Statistical Equilibria of the 2D Euler Equation and Other Systems with Long Range Interactions
- Langevin dynamics, large deviations and instantons for the quasi-geostrophic model and two-dimensional Euler equations
- Invariant measures of the 2D Euler and Vlasov equations
Cited by in corpus (18)
- Computation of extreme heat waves in climate models using a large deviation algorithm
- Rare event algorithm study of extreme warm summers and heat waves over Europe
- Recent Developments in Theories of Inhomogeneous and Anisotropic Turbulence
- Applications of large deviation theory in geophysical fluid dynamics and climate science
- Multistability and rare spontaneous transitions in barotropic -plane turbulence
- Application of Adaptive Multilevel Splitting to High-Dimensional Dynamical Systems
- Instantons and the path to intermittency in turbulent flows
- Coupling rare event algorithms with data-based learned committor functions using the analogue Markov chain
- Instantons for the destabilization of the inner Solar System
- Path integral derivation and numerical computation of large deviation prefactors for non-equilibrium dynamics through matrix Riccati equations
- Geometric microcanonical theory of two-dimensional Truncated Euler flows
- Direct Statistical Simulation of Jets and Vortices in 2D Flows
- Eddy-Viscous Modeling and the Topology of Extreme Circulation Events in Three-Dimensional Turbulence
- Extreme events and instantons in Lagrangian passive scalar turbulence models
- A self-similarity principle for the computation of rare event probability
- Statistical equilibrium principles in 2D fluid flow: from geophysical fluids to the solar tachocline
- Irreversible energy extraction from negative temperature two-dimensional turbulence
- Description of a stochastic system by a nonadapted stochastic process