Title :
Nonlinear estimation of fluid flow velocity fields
Author :
MacKunis, W. ; Drakunov, S.V. ; Reyhanoglu, M. ; Ukeiley, L.
Author_Institution :
Phys. Sci. Dept., Embry-Riddle Aeronaut. Univ., Daytona Beach, FL, USA
Abstract :
A proper orthogonal decomposition (POD)-based nonlinear estimator for fluid flow velocity fields is developed, which is capable of achieving finite-time convergence of the Galerkin coefficient estimates. Using Galerkin projection and POD-based model reduction, the incompressible Navier-Stokes equations are recast as a set of nonlinear ordinary differential equations in the Galerkin coefficients. A sliding-mode-based observer is designed to estimate the unknown time-varying Galerkin coefficients. Convergence of the estimates is proven to be achieved in finite time, and high-fidelity numerical simulation results are provided to complement the theoretical development.
Keywords :
Galerkin method; Navier-Stokes equations; convergence of numerical methods; decomposition; flow simulation; nonlinear differential equations; Galerkin projection; POD-based model reduction; finite-time convergence; fluid flow velocity field; high-fidelity numerical simulation; incompressible Navier-Stokes equation; nonlinear ordinary differential equations; proper orthogonal decomposition-based nonlinear estimator; sliding-mode-based observer; time-varying Galerkin coefficient; Convergence; Moment methods; Navier-Stokes equations; Observers; Reduced order systems;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161193