AI RESEARCH

Data-driven Mori-Zwanzig modeling of Lagrangian particle dynamics in turbulent flows

arXiv CS.LG

ArXi:2507.16058v2 Announce Type: replace-cross The dynamics of Lagrangian particles in turbulence play a crucial role in mixing, transport, and dispersion in complex flows. Their trajectories exhibit highly non-trivial statistical behavior, motivating the development of surrogate models that can reproduce these trajectories without incurring the high computational cost of direct numerical simulations of the full Eulerian field. This task is particularly challenging because reduced-order models typically lack access to the full set of interactions with the underlying turbulent field.