Title
Data-driven model reduction, Wiener projections, and the Koopman-Mori-Zwanzig formalism
Abstract
•Data-driven model reduction for deterministic and random dynamical systems.•A precise formulation of data-driven modeling based on discrete-time Mori-Zwanzig formalism.•A Wiener projection construction unifying data-driven model reduction strategies.•Derivation of the NARMAX representation of stochastic processes from underlying dynamical model.
Year
DOI
Venue
2021
10.1016/j.jcp.2020.109864
Journal of Computational Physics
Keywords
DocType
Volume
Model reduction,Koopman operators,Mori-Zwanzig formalism,Nonlinear time series analysis,System identification
Journal
424
ISSN
Citations 
PageRank 
0021-9991
0
0.34
References 
Authors
0
2
Name
Order
Citations
PageRank
Kevin K Lin1437.99
Fei Lu 0007232.04