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Space Science Breakout Group
1. Modeling nonequilibium phenomena / multiscale / phase transitions
Problem statement : Most systems in nature are far from equilibrium, whereas most theories are for equilibrium systems. Modeling geophysical / space systems is essential.
What can’t we do : Complete theory can not be developed in the near future as the theory of nonequilibrium thermodynamics is still developing.
Aproaches: Models based on data, information theoretic approach (data and theory)
Kinds of collaborations: Mathematics /Theoretical physics (e.g., renormalization group, statistical physics, ), simulations, signal processing, information theory, ..
2. Modeling with space - time data (non-compatible resolutions, sparse data)
Problem statement: Federation of data (Modeling with data from different sources with different resolutions) and modeling time evolution.
Approaches: Pixel integration, dimension reduction, source identification method, censoring and truncation, hetroscedastic measurement errors,
Collaborations: Statistics, parallel / grid computing,
3. Large scale simulations and data assimilation
Problem statement: Simulations using models (pde’s) and lattices, multiscale computing, 2-way nesting,
What we can’t do: Particle simulations with realistic parameters
Approaches: Pixel integration, dimension reduction, source identification method, censoring and truncation, hetroscedastic measurement errors,
Collaborations: computational science, data assimilation, numerical weather forecasting,