deeptime.sindy

The sindy package contains the SINDy estimator for discovering governing equations from data.

Estimators

SINDy([library, optimizer, input_features])

Learn a dynamical systems model for measurement data using the Sparse Identification of Nonlinear Dynamical Systems (SINDy) method.

Models

SINDyModel(library, coefficients, input_features)

The SINDy model.

Solvers

STLSQ([threshold, alpha, max_iter, ...])

Sequentially thresholded least squares algorithm.