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The successful candidate will be responsible for conducting research to advance the development and application of surrogate models within the Earth Observation Digital Twin framework currently developed at CNES. The Earth Observation Digital Twin represents a sophisticated integration of satellite data, computational modeling, and artificial intelligence to create a dynamic representation of our planet. The goal of this research is to leverage surrogate models to streamline and optimize simulations, improving the speed and resource efficiency of the Digital Twin while maintaining high fidelity in the representation of Earth's complex systems.