UC Merced Scientific Computing and Data Science Seminar (September 12, 2025, UC Merced)
Lukas Einkemmer, University of Innsbruck
Higher-order structure preserving low-rank methods for kinectic problems
Low-rank methods have proven their utility as a complexity reduction technique for kinetic equations, both in the collisionless and collisional regimes (see, e.g., the recent review article https://doi.org/10.1016/j.jcp.2025.114191). Since the resulting low-rank factors are lower-dimensional, such methods can overcome the famous curse of dimensionality. This is usually the most severe constraint for performing kinetic simulations in practice. In their classic form, these methods, however, do not conserve any of the invariants or underlying conservation laws. In this talk, we will present our recent work on developing structure-preserving dynamical low-rank methods of arbitrary order.
Tutorial on modeling physical problems with AI using PINNs and PhysicsNeMo (September 10, 2025, SFU)
Charles Cheung, NVIDIA AI Technology Center HK
Modeling physical problems with AI using PINNs and PhysicsNeMo
In this tutorial, we will walk through the basic of AI methodology such as Physics Informed Neural Network (PINNs), Neural Operator, etc for solving physical problems. i.e., PDE problem. We will introduce PhysicsNeMo, an SDK for training PINNs and other AI model. A few cases study such as Simulating the Projectile Motion ODE and Forecasting Weather using Navier Stoke equation will be discussed.
PIMS Marsden Memorial Lecture (October 24, 2024, UC Merced)
Anil Hirani, University of Illinois at Urbana-Champaign
A Friendly Introduction to Calculus and Geometry on Meshes and Graphs
I will begin with some memories of how Jerry Marsden was as an advisor. In addition to the clarity and creativity of his mathematical thought, what has remained in my memory are his generosity with ideas, kindness as a human being, and his hands-on approach in the many research discussions we had. I will next introduce discrete exterior calculus (DEC) which got its start with Jerry. The remainder of the talk will be about our recent generalization of DEC to vector bundle valued forms using which I will demonstrate the basic ideas of differential geometry on simplicial complexes. I will describe all the ideas using simple examples to make the talk accessible.