Sparse Identification of Nonlinear Dynamics (SINDy)
GPTKB entity
Statements (23)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:algorithm
|
| gptkbp:application |
biology
engineering physics |
| gptkbp:describedBy |
PNAS 2016 paper
|
| gptkbp:field |
gptkb:machine_learning
dynamical systems system identification |
| https://www.w3.org/2000/01/rdf-schema#label |
Sparse Identification of Nonlinear Dynamics (SINDy)
|
| gptkbp:input |
time series data
|
| gptkbp:introduced |
J. Nathan Kutz
Steven L. Brunton Joshua L. Proctor |
| gptkbp:introducedIn |
2016
|
| gptkbp:method |
sparse regression
|
| gptkbp:openSource |
MATLAB SINDy
PySINDy |
| gptkbp:output |
dynamical system equations
|
| gptkbp:purpose |
discover governing equations from data
|
| gptkbp:relatedTo |
gptkb:LASSO_regression
compressed sensing |
| gptkbp:bfsParent |
gptkb:Dr._Greg_Brunton
|
| gptkbp:bfsLayer |
8
|