Petros Koumoutsakos

Oct 15, 2024 | nature.com | Petros Koumoutsakos

AbstractWe introduce generative models for accelerating simulations of high-dimensional systems through learning and evolving their effective dynamics. In the proposed Generative Learning of Effective Dynamics (G-LED), instances of high dimensional data are down sampled to a lower dimensional manifold that is evolved through an auto-regressive attention mechanism.

May 12, 2024 | nature.com | Petros Koumoutsakos

Computational science and artificial intelligence have been drivers and benefactors of advances in algorithms and hardware, each in different ways, and originally with different targets. Petros Koumoutsakos argues that the intellectual space between these two fields is home to exciting opportunities for scientific discovery.

Apr 17, 2024 | cell.com | Lucas Amoudruz |Athena Economides |Petros Koumoutsakos

Theory of oxygen transport to tissue. Crit. Rev. Biomed. Eng. 1989; 17: 257-321Di Caprio G. Stokes C. Schonbrun E. et al. Single-cell measurement of red blood cell oxygen affinity. Proc. Natl. Acad. Sci. USA. 2015; 112: 9984-9989Lim H.W.,G. Wortis M. Mukhopadhyay R. Red Blood Cell Shapes and Shape Transformations: Newtonian Mechanics of a Composite Membrane. Soft Matter. 2008; 4: 83-139Geekiyanage N.M. Balanant M.A. Gu Y. et al.

Dec 1, 2023 | arxiv.org | Yifei Guan |Petros Koumoutsakos |Pedram Hassanzadeh |Daniel Waelchli