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Multidimensional nonlinear noise-cancelling filters of the Volterra-Wiener class (Q2702537)

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scientific article
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Multidimensional nonlinear noise-cancelling filters of the Volterra-Wiener class
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    12 March 2001
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    noise-cancelling problem
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    Volterra-Wiener filter
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    non-Gaussian stochastic sequences
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    nonlinear filters
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    Gram-Schmidt orthogonalization
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    Multidimensional nonlinear noise-cancelling filters of the Volterra-Wiener class (English)
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    The nonlinear optimal noise cancelling problem for higher-order non-Gaussian stochastic sequences is considered, where optimal is to understand in the least squares sense. Multidimensional nonlinear filters of the Volterra-Wiener class are studied.NEWLINENEWLINENEWLINEThe third degree nonlinear noise-cancelling filter problem is considered in some details. A multidimensional nonlinear orthogonal solution is proposed. The third degree nonlinear noise cancelling filter of the Volterra-Wiener class is derived geometrically by using the generalized Gram-Schmidt orthogonalization of the countable Volterra-type functional basis. In the non-Gaussian case the nonlinear approach assures better estimation accuracy than the linear treatment of the problem. The algorithm was tested in three examples.NEWLINENEWLINEFor the entire collection see [Zbl 0952.00062].
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