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A fast sliding window QRD-RLS algorithm. - MaRDI portal

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A fast sliding window QRD-RLS algorithm. (Q1575166)

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scientific article; zbMATH DE number 1493159
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English
A fast sliding window QRD-RLS algorithm.
scientific article; zbMATH DE number 1493159

    Statements

    A fast sliding window QRD-RLS algorithm. (English)
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    21 August 2000
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    A fast sliding window QRD-RLS algorithm is proposed. ``Fast'' means that for the \(p\)th-order system we need only \(O(p)\) operations at each iteration. This is derived by using Proudler's method of relating an adaptive filter problem to two linear prediction problems and transforming the corresponding signal-flow-graphs. A ``sliding window'' is used to restrict the size of the data matrix. To do so, we delete the oldest data after attaching a new one. For these two steps the Givens rotations and the stabilized hyperbolic rotation are used. Finally, it is shown by computer simulations that this new algorithm has high performance for convergence and good stability in the case where the system is rapidly changing.
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    Adaptive filtering
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    Recursive least squares
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    Fast algorithm
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    Sliding window
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