Abstract
The Kuroshio Current in the North Pacific displays path changes on an interannual-to-decadal time scale. In an idealized barotropic quasi-geostrophic model of the double-gyre wind-driven circulation under stochastic wind-stress forcing, such variability can occur due to transitions between different equilibrium states. The high-dimensionality of the problem makes it challenging to determine the probability of these transitions under the influence of stochastic noise. Here we present a new method to estimate these transition probabilities, using a Dynamical Orthogonal (DO) field approach. In the DO approach, the solution of the stochastic partial differential equations system is decomposed using a Karhunen–Loève expansion and separate problems arise for the ensemble mean state and the so-called time-dependent DO modes. The original method is first reformulated in a matrix approach which has much broader application potential to various (geophysical) problems. Using this matrix-DO approach, we are able to determine transition probabilities in the double-gyre problem and to identify transition paths between the different states. This analysis also leads to the understanding which conditions are most favorable for transition.
| Original language | English |
|---|---|
| Article number | e2022MS003456 |
| Number of pages | 20 |
| Journal | Journal of Advances in Modeling Earth Systems |
| Volume | 15 |
| Issue number | 5 |
| DOIs | |
| Publication status | Published - May 2023 |
Bibliographical note
Funding Information:This work is part of the Mathematics of Planet Earth research program with project number 657.014.007, which is financed by the Netherlands Organization for Scientific Research (NWO) (SB and FW), the SMCM project of the Netherlands eScience Center (NLeSC) with project number 027.017.G02 (SB, FW and HD) and the European Union's Horizon 2020 research and innovation program for the ITN TiPES under Grant Agreement Number 643073 (RvW and HD).
Publisher Copyright:
© 2023 The Authors. Journal of Advances in Modeling Earth Systems published by Wiley Periodicals LLC on behalf of American Geophysical Union.
Keywords
- model order reduction techniques
- multi-stable stochastic dynamical systems
- numerical methods
- transition probabilities and paths
- wind-driven ocean circulation