Variable-step LMS adaptive filtering method
A technology of adaptive filtering and variable step size, which is applied in the direction of adaptive network, impedance network, electrical components, etc., can solve the problem of not getting the effect, achieve the effect of optimal steady-state error and maintain the convergence speed
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[0034] The present invention will be further described below in conjunction with the accompanying drawings. The following examples are only used to illustrate the technical solution of the present invention more clearly, but not to limit the protection scope of the present invention.
[0035] like figure 1 As shown, a variable step size LMS adaptive filtering method includes the following steps:
[0036] Step 1, using a second-order AR model to generate an input signal.
[0037] The input signal formula is,
[0038] x(n)+a 1 x(n-1)+a 2 x(n-2)=v(n)
[0039] Where x(n) is the input signal at time n, x(n-1) is the input signal at time n-1, x(n-2) is the input signal at time n-2, a 1 =-0.195, a 2 =0.95, v(n) is a normal distribution noise with a mean of zero and a variance of 0.0965.
[0040] Step 2, adding the product of the input signal at each moment and the second-order prediction coefficient of the corresponding second-order linear prediction filter to obtain the outp...
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