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 Lin | 1 | 43 | 7.99 |
Fei Lu 0007 | 2 | 3 | 2.04 |