PIMS-CRG Seminar / UCM Applied Math Colloquium: Seth Taylor
Topic
Nonlinear Approximation via Functional Lie Group Integration
Speakers
Details
Lie group integrators are a class of numerical schemes for the solution of ordinary differential equations on manifolds. These methods avoid explicit representation of the solution in a coordinate chart by advancing the solution using a continuous transformation group acting on the state space. In this talk, we will present an extension of these approaches to an infinite-dimensional setting, for the numerical solution of PDEs, by replacing evolution in a truncated basis with the action of an infinite-dimensional Lie group. The resulting geometric integrators display unique properties, including analytic conservation mechanisms and subgrid-scale statistical consistency. The talk will develop the geometric ideas behind the schemes and relate them to these numerical properties through a general convergence analysis, practical implementation algorithms, and numerical experiments on a range of continuum models.
Additional Information
Speaker Bio:
Seth Taylor is a PIMS postdoctoral fellow at the University of Saskatchewan and a member of the PIMS collaborative research group on structure-preserving discretizations and their applications. Seth earned his Ph.D. from McGill University in the Department of Mathematics and Statistics. His research interests lie at the intersection of geometry, numerical analysis, and functional analysis, developing structure-preserving algorithms for continuum models as well as data-driven methods in scientific computing and machine learning.