Communications in Mathematical Sciences

Filtering a nonlinear slow-fast system with strong fast forcing

Boris Gershgorin and Andrew Majda

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Abstract

A three-mode nonlinear slow-fast system with fast forcing is studied here as a model for filtering turbulent signals from partial observations. The model describes the interaction of two externally driven fast modes with a slow mode through catalytic nonlinear coupling. The special structure of the nonlinear interaction allows for the analytical solution for the first and second order statistics even with fast forcing. These formulas are used for testing the exact Nonlinear Extended Kalman Filter for the slow-fast system with fast forcing. Various practical questions such as the influence of the strong fast forcing on the slowly varying wave envelope, the role of observations, the frequency and variance of observations, and the model error due to linearization are addressed here.

Article information

Source
Commun. Math. Sci., Volume 8, Number 1 (2010), 67-92.

Dates
First available in Project Euclid: 23 February 2010

Permanent link to this document
https://projecteuclid.org/euclid.cms/1266935014

Mathematical Reviews number (MathSciNet)
MR2655901

Zentralblatt MATH identifier
1202.62128

Subjects
Primary: 34A05: Explicit solutions and reductions 93E11: Filtering [See also 60G35]

Keywords
Nonlinear model slow-fast system extended Kalman filter fast forcing

Citation

Gershgorin, Boris; Majda, Andrew. Filtering a nonlinear slow-fast system with strong fast forcing. Commun. Math. Sci. 8 (2010), no. 1, 67--92. https://projecteuclid.org/euclid.cms/1266935014


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