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
MS Teams
William Gilpin | Harvard Quantitative Biology Initiative
Inferring chaos and emergent low-dimensionality in living dynamical systems
Dynamical systems theory provides a rich set of tools for inferring underlying mathematical structure from partial observations of complex systems, yet translating these insights to real-world biological datasets remains challenging. In this talk, I will overview my recent work at the intersection of nonlinear dynamics, fluid mechanics, and biology. I will first focus on my recent work developing physics-informed machine learning algorithms that extract dynamical models directly from raw experimental data. I will present a general technique for discovering strange attractors within diverse biological time series, including gene expression, patient electrocardiograms, animal trackers, and neural spiking. Next, I will describe my work on biological fluid dynamics, and the discovery of a beautiful vortex array created as many invertebrates swim—which enables a novel feeding strategy based on chaotic mixing of the local microenvironment. I will relate this work to broader questions at the intersection of nonlinear dynamics and organismal behavior. I will discuss how these insights open up several exciting new avenues at the intersection of dynamical systems theory, systems biology, and machine learning.
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.