IEEE Transactions on Industrial Electronics · 1988 · 11 citations · 7 references
Natural SciencesComputer ScienceMathematicsAlgorithmsStatistical ComputingStatisticsComputational StatisticsDigital Signal ProcessingNoiseSignal ProcessingA Priori AnalysisGaussian FilteringHistogramsSignal SeparationSignal SmoothingStatistical Signal Processing
An algorithm for filtering noisy step-like signals is proposed. This algorithm is based on the assumption of Gaussian contamination. In this procedure data within a moving window is divided into two almost equal clusters and a hypothesis tests (F-test) for differences in the means between two such clusters. Histograms analysis and/or our a priori knowledge about the number of discrete amplitudes in the ideal noise free signal provide information that is used to filter the signal further and produce a clean signal with the desired number of discrete amplitudes (levels). As an illustration the method is tested by simulation.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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