Contact Info
Department of Applied Mathematics
University of Waterloo
Waterloo, Ontario
Canada N2L 3G1
Phone: 519-888-4567, ext. 32700
Fax: 519-746-4319
PDF files require Adobe Acrobat Reader
MC 5501
Daniel Messenger, University of Colorado Boulder
Weak-form equation learning with applications to cell migration and general multiscale phenomena
Equation learning has arisen as a paradigm for constructing governing equations for phenomena of interest using observations of the underlying system. In the context of differential equations, a consensus has formed that weak-form equation learning (WFEL) offers many advantages, such as implicit noise filtering, high accuracy, and reduced regularity requirements on the ground-truth data. In this talk I will review essential components of the WSINDy algorithm (Weak-form Sparse Identification of Nonlinear Dynamics) to demonstrate these advantages in the discovery of ordinary and partial differential equations. I will also delve into a new paradigm for which WFEL appears to be particularly well-suited, that of inference for multiscale systems. Recent works have shown that WSINDy can aid in the discovery of interpretable mean-field laws for large systems of particles, homogenization of highly-oscillatory media, and coarse-graining of Hamiltonian systems with approximate symmetries. I will survey these results and with applications to cell migration experiments, and provide a general outlook for this line of research.
Contact Info
Department of Applied Mathematics
University of Waterloo
Waterloo, Ontario
Canada N2L 3G1
Phone: 519-888-4567, ext. 32700
Fax: 519-746-4319
PDF files require Adobe Acrobat Reader
The University of Waterloo acknowledges that much of our work takes place on the traditional territory of the Neutral, Anishinaabeg and Haudenosaunee peoples. Our main campus is situated on the Haldimand Tract, the land granted to the Six Nations that includes six miles on each side of the Grand River. Our active work toward reconciliation takes place across our campuses through research, learning, teaching, and community building, and is co-ordinated within the Office of Indigenous Relations.