Optimization and parameter identification for interacting particle systems
- Date: Tuesday 22 November 2022, 12:00 – 13:00
- Location: Mathematics Level 8, MALL 1, School of Mathematics
- Type: Leeds Applied Nonlinear Dynamics, Seminars, Applied Mathematics
- Cost: 0.0
Claudia Totzeck, University of Wuppertal. Part of the Leeds Applied Nonlinear Dynamics seminar series.
Speaker: Claudia Totzeck, University of Wuppertal
Title: Optimization and parameter identification for interacting particle systems
Abstract: We discuss modelling approaches for interacting particle systems with applications ranging from self-propelled systems such as bird flocks to purpose driven systems like pedestrian dynamics.
Classical models use potential-based forces to incorporate common observations from real world. With the amount of data available today, we can fit the model parameters or learn neural networks as substitute force models. The fitting or learning problems are framed as optimization tasks which allow for rigorous mathematical analysis and the derivation of first-order optimization algorithms. Theoretical results will be presented as well as numerical simulations and outcomes of the algorithms.
This will be a hybrid talk with the speaker attending virtually. Please join in the Mall in the School of Mathematics or contact Jon Ward (j.a.ward at leeds.ac.uk) if you would like to join via Zoom.