Topic: Inferring the Unknown Parameters in Differential Equation by Gaussian Process Regression with Constraint
Time：Friday, September 9th, 2022, 10:00-11:15
Location：R408, IMS; Tecent Meeting: 846-112-375
Link: https://meeting.tencent.com/dm/5ktIaOqL7HRI
Speaker: Lijian Jiang, Tongji University
Abstract: Data-driven discovery has become a very important paradigm for science and engineering. In this talk, he will present data-driven modeling for nonlinear dynamic systems using transfer operators. With time-series data, the transfer operators are used to model deterministic dynamic systems and stochastic dynamic systems. The derived data-driven models are applied to state forecast and uncertainty quantification.