K. Fujii et J. Ohga, AN ANALYSIS OF THE CONVERGENCE PROPERTY OF THE NORMALIZED LMS ALGORITHM FOR ECHO CANCELERS, Fujitsu Scientific and Technical Journal, 29(4), 1993, pp. 390-400
This paper introduces a new IIR filter expression of the NLMS algorith
m used to analyze and improve the estimation process, then derives an
equation for evaluating the convergence property by making use of the
expression. The expression disclosed that the adaptive filter coeffici
ents are estimated as the output of the IIR filter and that the estima
tion error comprises output fluctuations caused by disturbances and by
the difference between the input and the output. The convergence prop
erty formulated by using the disclosed acquisition has provided a role
which the convergence rate is directly proportional to {K(2-K)}/ / wh
ere / is the number of adaptive filter taps and K is a step gain.