2005
DOI: 10.1016/j.sigpro.2004.10.021
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An exact analysis of the LMS algorithm with tonal reference signals in the presence of frequency mismatch

Abstract: An exact analysis is presented for the LMS algorithm with tonal reference signals in the presence of frequency mismatch. First, the time-varying linear system describing the LMS algorithm is converted into a time-invariant linear system. Then, a necessary and sufficient condition about the step sizes for convergence of the algorithm is derived using the Lyapunov function method and a transient behavior is analyzed. Finally, the effects of observation noise and frequency mismatch are examined without any approx… Show more

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Cited by 18 publications
(9 citation statements)
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“…The dynamics of the narrowband ANC systems with the FM and the steady-state performance were analysed for the real-valued sinusoidal signals using the averaging technique (Xiao et al, 2004a). Sakai and Hinamoto (2005) analysed the LMS algorithm with tonal reference signals based on the adaptive noise control system. The equivalent transfer function technique (Glover Jr, 1977) was also used for the investigation of FM effects for FXLMS algorithm with sinusoidal reference signals (Hinamoto and Sakai, 2007).…”
Section: Frequency Mismatchmentioning
confidence: 99%
“…The dynamics of the narrowband ANC systems with the FM and the steady-state performance were analysed for the real-valued sinusoidal signals using the averaging technique (Xiao et al, 2004a). Sakai and Hinamoto (2005) analysed the LMS algorithm with tonal reference signals based on the adaptive noise control system. The equivalent transfer function technique (Glover Jr, 1977) was also used for the investigation of FM effects for FXLMS algorithm with sinusoidal reference signals (Hinamoto and Sakai, 2007).…”
Section: Frequency Mismatchmentioning
confidence: 99%
“…The difference between the frequency of reference signal and the primary noise is called frequency mismatch in narrowband ANC systems [6]. It is shown that the performance of ANC system is severely degraded even though there is just 1% of frequency mismatch [7].…”
Section: Introductionmentioning
confidence: 99%
“…Applying the -transform to the adaptive algorithm, it was shown that under certain conditions the system can be approximated by a linear time-invariant system whose transfer function has notch characteristic. In [3] and [4], rigorous results about convergence of the LMS algorithm have been derived where complex sinusoids with unit amplitudes and known frequencies are used as the input signals.…”
Section: Introductionmentioning
confidence: 99%