Data Denoising and Derivative Estimation for Data-Driven Modeling of Nonlinear Dynamical Systems

Jiaqi Yao, Lewis Mitchell, John Maclean +1

Data-driven modeling of nonlinear dynamical systems is often hampered by measurement noise. We propose a denoising framework, called Runge-Kutta and Total Variation Based Implicit…