Yong-Zhi Qu

Data-Driven Learning of Unknown Nonlinear Differential Equations Using Functional Analysis

In this paper, the problem of data-driven discovery of nonlinear ordinary differential equations (ODEs) is recast, and a new interpretable machine learning (ML) method is proposed. The proposed method aims to learn the unknown vector field of nonlinear dynamics without prior knowledge of the system's physics from only...