Data-Driven Methods for Complex Earth Systems
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Who are we?
Who are we?
Welcome to the "Data-Driven Methods for Complex Earth Systems" group at CORAL, IIT Kharagpur. We specialize in predicting nonlinear behaviors of climate and fluid systems by using Earth System Models and data-driven techniques.
Integration of MULTIPLATFORM EARTH OBSERVATIONS
Integration of MULTIPLATFORM EARTH OBSERVATIONS
We use high resolution Copernicus Sentinel-1 SAR data to study oil spills in the marine environment
Turbulent Diffusion PARAMETRIZATION
Turbulent Diffusion PARAMETRIZATION
We model maritime oil spills using Lagrangian transport processes. The dispersion of oil spills is taken into account using turbulent diffusivity coefficients determined using various methods.
Data-driven analysis of vertical mixing in oceans
Data-driven analysis of vertical mixing in oceans
Studying ocean vertical stratification is challenging due to the computational cost of high resolution ocean models. We try to develop accurate data-driven frameworks as complementary approaches to numerical models. We aim to predict various oceanic observables such as temperature using methods which are computationally cheaper compaed to high resolution models.
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