The relationship between Koopman mode decomposition, resolvent mode decomposition, and exact invariant solutions of the Navier-Stokes equations is clarified. The correspondence rests upon the invariance of the system operators under symmetry operations such as spatial translation. The usual interpretation of the Koopman operator is generalized to permit combinations of such operations, in addition to translation in time. This invariance is related to the spectrum of a spatiotemporal Koopman operator, which has a traveling-wave interpretation. The relationship leads to a generalization of dynamic mode decomposition, in which symmetry operations are applied to restrict the dynamic modes to span a subspace subject to those symmetries. The reso...
The Koopman operator is a linear but infinite-dimensional operator that governs the evolution of sca...
Non-linear dynamical systems are of significant interest to a wide range of science and engineering ...
The Koopman operator provides a linear perspective on non-linear dynamics by focusing on the evoluti...
The relationship between Koopman mode decomposition, resolvent mode decomposition, and exact invaria...
Doctor of PhilosophyDepartment of Mechanical and Nuclear EngineeringMingjun WeiLinear structure and ...
A Koopman decomposition of a complex system leads to a representation in which nonlinear dynamics ap...
A Koopman decomposition of a complex system leads to a representation in which nonlinear dynamics ap...
This work proposes a Linear-Time-Invariance (LTI) notion to the Koopman analysis, finding an invaria...
We consider the application of Koopman theory to nonlinear partial differential equations and data-d...
Nonlinear dynamical systems with symmetries exhibit a rich variety of behaviors, often described by ...
Data-driven schemes are in high demand, given the growing abundance and accessibility to large amoun...
The main theme of this thesis is application of recently developed tools in dynamical systems theory...
We report that many exact invariant solutions of the Navier-Stokes equations for both pipe and chann...
We apply the Koopman operator theory and Extended Dynamic Mode Decomposition in two non-linear dynam...
The Koopman operator has become an essential tool for data-driven analysis, prediction and control o...
The Koopman operator is a linear but infinite-dimensional operator that governs the evolution of sca...
Non-linear dynamical systems are of significant interest to a wide range of science and engineering ...
The Koopman operator provides a linear perspective on non-linear dynamics by focusing on the evoluti...
The relationship between Koopman mode decomposition, resolvent mode decomposition, and exact invaria...
Doctor of PhilosophyDepartment of Mechanical and Nuclear EngineeringMingjun WeiLinear structure and ...
A Koopman decomposition of a complex system leads to a representation in which nonlinear dynamics ap...
A Koopman decomposition of a complex system leads to a representation in which nonlinear dynamics ap...
This work proposes a Linear-Time-Invariance (LTI) notion to the Koopman analysis, finding an invaria...
We consider the application of Koopman theory to nonlinear partial differential equations and data-d...
Nonlinear dynamical systems with symmetries exhibit a rich variety of behaviors, often described by ...
Data-driven schemes are in high demand, given the growing abundance and accessibility to large amoun...
The main theme of this thesis is application of recently developed tools in dynamical systems theory...
We report that many exact invariant solutions of the Navier-Stokes equations for both pipe and chann...
We apply the Koopman operator theory and Extended Dynamic Mode Decomposition in two non-linear dynam...
The Koopman operator has become an essential tool for data-driven analysis, prediction and control o...
The Koopman operator is a linear but infinite-dimensional operator that governs the evolution of sca...
Non-linear dynamical systems are of significant interest to a wide range of science and engineering ...
The Koopman operator provides a linear perspective on non-linear dynamics by focusing on the evoluti...