Numerical Modeling of Marine Circulation with 4D Variational Data Assimilation
Open Access
- 9 July 2020
- journal article
- research article
- Published by MDPI AG in Journal of Marine Science and Engineering
- Vol. 8 (7) , 503
Abstract
The technology is presented for modeling and prediction of marine hydrophysical fields based on the 4D variational data assimilation technique developed at the Marchuk Institute of Numerical Mathematics, Russian Academy of Sciences (INM RAS). The technology is based on solving equations of marine hydrodynamics using multicomponent splitting, thereby solving an optimality system that includes adjoint equations and covariance matrices of observation errors. The hydrodynamic model is described by primitive equations in the sigma-coordinate system, which is solved by finite-difference methods. The technology includes original algorithms for solving the problems of variational data assimilation using modern iterative processes with a special choice of iterative parameters. The methods and technology are illustrated by the example of solving the problem of circulation of the Baltic Sea with 4D variational data assimilation of sea surface temperature information.Keywords
Funding Information
- Russian Science Foundation (17-77-30001)
This publication has 38 references indexed in Scilit:
- Numerical model of the Baltic Sea circulationRussian Journal of Numerical Analysis and Mathematical Modelling, 2013
- A new interpolation method for observation data obtained from ARGO buoys systemRussian Journal of Numerical Analysis and Mathematical Modelling, 2013
- SST diurnal variability in the North Sea and the Baltic SeaRemote Sensing of Environment, 2012
- Ocean–atmosphere dynamics during Hurricane Ida and Nor’Ida: An application of the coupled ocean–atmosphere–wave–sediment transport (COAWST) modeling systemOcean Modelling, 2012
- Problems of variational assimilation of observational data for ocean general circulation models and methods for their solutionIzvestiya, Atmospheric and Oceanic Physics, 2010
- Numerical simulation of large-scale ocean circulation based on the multicomponent splitting methodRussian Journal of Numerical Analysis and Mathematical Modelling, 2010
- High-resolution modeling of a marine ecosystem using the FRESCO hydroecological modelIzvestiya, Atmospheric and Oceanic Physics, 2009
- An algorithm for the solution of the ocean hydrothermodynamics problem with variational assimilation of the sea level function dataRussian Journal of Numerical Analysis and Mathematical Modelling, 2007
- Developments in ocean climate modellingOcean Modelling, 2000
- Variational algorithms for analysis and assimilation of meteorological observations: theoretical aspectsTellus, 1986