Build Upon Linear Models with AI for Estimating Nonlinear Dynamics
From the series: Estimate Nonlinear Dynamics with System Identification
Learn how to identify interpretable models of your system by combining system identification methods with machine learning and deep learning techniques. This demonstration illustrates how to model the nonlinear dynamics of a spark-ignition (SI) engine by using a state-space model as a starting point to gain valuable physical insights and then build upon this with the aid of neural networks.
Published: 4 Mar 2025