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LMS filter for noise reduction

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I see an algorithm for making noise reduction using adaptive filter control by X-LMS mathematic.
From my previes knowlege of analog circuit there is a problem of phase shift when using wide band filter.
Is there the some problem with the adaptive filter or the X-LMS calculation fix it for all freq?
 

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