Spectral analysis of nonlinear flows
Princeton University · University of California, Santa Barbara · +1 more institution
Abstract
We present a technique for describing the global behaviour of complex nonlinear flows by decomposing the flow into modes determined from spectral analysis of the Koopman operator, an infinite-dimensional linear operator associated with the full nonlinear system. These modes, referred to as Koopman modes, are associated with a particular observable, and may be determined directly from data (either numerical or experimental) using a variant of a standard Arnoldi method. They have an associated temporal frequency and growth rate and may be viewed as a nonlinear generalization of global eigenmodes of a linearized system. They provide an alternative to proper orthogonal decomposition, and in the case of periodic…
Citation impact
- FWCI
- 19.61
- Percentile
- 100%
- References
- 13
Authors
5Topics & keywords
- Dynamic mode decomposition
- Nonlinear system
- Operator (biology)
- Observable
- Computation
- Fourier transform
- Flow (mathematics)
- Applied mathematics