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Table 1 List of commonly used terms for filters of length M

From: Asymptotic equivalent analysis of the LMS algorithm under linearly filtered processes

Variable

Dimension

Meaning

d k

IR

Desired output of unknown system

w

IRM×1

Impulse response of unknown system

w k

IRM×1

Estimate of w

u k

IRM×1

Regression vector

u k

IR1×1

Elements of the regression vector

v k

IR

Additive noise

R uu

IRM×M

Autocorrelation matrix of u k

Λ u

IRM×M

Diagonal matrix =Q R uu Q T

K k

IRM×M

Covariance matrix of w−w k

x k

IR

White generating process

\(m_{\mathrm {x}}^{(2)}\)

IR

Second-order moment of x k

\(m_{\mathrm {x}}^{(2,2)}\)

IR

Joint fourth-order moment of x k

μ

IR

Step-size

A

IRM×(M+P)

upper right Toeplitz matrix

I

IRM×M

Identity matrix of dimension M

I P

IRP×P

Identity matrix of dimension P

1

IRM×1

Vector with ones as entries