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A Least Squares Approach to Escalator Algorithms for Adaptive Filtering
Authors:Namyong Kim
Abstract:In this paper, we introduce an escalator (ESC) algorithm based on the least squares (LS) criterion. The proposed algorithm is relatively insensitive to the eigenvalue spread ratio (ESR) of an input signal and has a faster convergence speed than the conventional ESC algorithms. This algorithm exploits the fast adaptation ability of least squares methods and the orthogonalization property of the ESC structure. From the simulation results, the proposed algorithm shows superior convergence performance.
Keywords:Least squares  escalator  Gram‐Schmidt orthogonal  eigenvalue  adaptive algorithm
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