Title :
Symmetry-Based Observers for Some Water-Tank Problems
Author :
Auroux, Didier ; Bonnabel, Silvère
Author_Institution :
Lab. J. A. Dieudonne, Univ. de Nice Sophia Antipolis, Nice, France
fDate :
5/1/2011 12:00:00 AM
Abstract :
In this paper, we consider a tank containing fluid and we want to estimate the horizontal currents when the fluid surface height is measured. The fluid motion is described by shallow water equations in two horizontal dimensions. We build a simple nonlinear observer which takes advantage of the symmetries of fluid dynamics laws. As a result its structure is based on convolutions with smooth isotropic kernels, and the observer is remarkably robust to noise. We prove the convergence of the observer around a steady-state. In numerical applications local exponential convergence is expected. The observer is also applied to the problem of predicting the ocean circulation. Realistic simulations illustrate the relevance of the approach compared with some standard oceanography techniques.
Keywords :
observers; oceanography; tanks (containers); water storage; fluid dynamics laws; fluid surface height; horizontal current estimation; local exponential convergence; nonlinear observers; numerical applications; ocean circulation; oceanography techniques; shallow water equations; smooth isotropic kernels; symmetry-based observers; water-tank problems; Convergence of numerical methods; Current measurement; Fluid dynamics; Kernel; Noise robustness; Nonlinear equations; Oceans; Sea measurements; Sea surface; Steady-state; Data assimilation; Lie group; estimation; observer; oceanography; shallow water model; symmetries; wave equation;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2010.2067291