JUAN M. RESTREPO

UNCERTAINTY QUANTIFICATION GROUP


Home - UNCERTAINTY QUANTIFICATION GROUP

My students, post-docs, and I work on geophysical fluid dynamics, computational science, and applied estimation.

In climate dynamics we work on the dynamics of ocean overturning on long time scales, a crucial aspect of climate dynamics.
We have developed a multi-scale model for the interaction of waves and currents, with which we are now able to consider a variety of phenomena on global and shelf scales. We are presently extending the model via stochastic parametrizations to handle wave breaking and the effects of wind on the generation and destruction of waves. We are also using the model to study nearshore flows, such as rip currents and longshore currents.

We work on tools for the assimilation of data and model results. This is an area of estimation which is emerging as one of the most important tools in geophysics. A new initiative is the development of numerical estimation techniques for the assimilation of Lagrangian data into oceanic models.
Predictability is a new area of work for me, which I am working on with post-docs.

We are also working on fast estimation techniques appropriate for the non-Gaussian and nonlinear nature of hydrology, in particular, groundwater and oil/water mixtures.

We also develop numerical techniques for the evolution of biofluids and mechanical membranes.
I am also a member of the computational science and numerical analysis group in the Mathematics Department, and I hold a joint appointment in Physics as well as in Atmospheric Sciences. I spend most of my summers at Los Alamos and at Argonne National Laboratories, and often take my students there for training and for research. My students receive funding from the National Science Foundation and the Department of Energy.

PROFILE
Home Page
Research Details