A joint optimization approach to identifying sparse dynamics using least squares kernel collocation

Alexander W. Hsu, Ike Griss Salas, Jacob M. Stevens-Haas +3

We develop an all-at-once modeling framework for learning systems of ordinary differential equations (ODE) from scarce, partial, and noisy observations of the states. The proposed…