Zero-tracking adaptive filters

A new type of adaptive filter is proposed which can directly estimate and track its own zeros. The adaptation algorithm adapts the zeros of the filter and hence, indirectly, the filter coefficients. To first order in the adaptation parameter, the new algorithm is equivalent to the usual LMS algorithm, and thus it shares the same convergence properties with the latter. The cases of adaptive prediction, the adaptive Pisarenko method, and adaptive point-source location are discussed in detail.

[1]  W. Gabriel Spectral analysis and adaptive array superresolution techniques , 1980, Proceedings of the IEEE.

[2]  S.S. Reddi,et al.  Multiple Source Location-A Digital Approach , 1979, IEEE Transactions on Aerospace and Electronic Systems.

[3]  R. O. Schmidt,et al.  Multiple emitter location and signal Parameter estimation , 1986 .

[4]  Georges Bienvenu,et al.  Adaptivity to background noise spatial coherence for high resolution passive methods , 1980, ICASSP.

[5]  J. Cadzow,et al.  An Algebraic Approach to Superresolution Array Processing , 1983, IEEE Transactions on Aerospace and Electronic Systems.

[6]  Sophocles J. Orfanidis,et al.  Optimum Signal Processing: An Introduction , 1988 .

[7]  Tariq S. Durrani,et al.  Extraction of an eigenvector-oriented "Spectrum" from the MESA coefficients , 1982 .

[8]  Frank K. Soong,et al.  On the high resolution and unbiased frequency estimates of sinusoids in white noise-A new adaptive approach , 1982, ICASSP.

[9]  V. Pisarenko The Retrieval of Harmonics from a Covariance Function , 1973 .

[10]  A. Cantoni,et al.  Resolving the directions of sources in a correlated field incident on an array , 1980 .

[11]  B. Widrow,et al.  Adaptive noise cancelling: Principles and applications , 1975 .

[12]  T. Kailath,et al.  Least squares type algorithm for adaptive implementation of Pisarenko's harmonic retrieval method , 1982 .

[13]  R. Kumaresan,et al.  Estimating the Angles of Arrival of Multiple Plane Waves , 1983, IEEE Transactions on Aerospace and Electronic Systems.

[14]  R. Bhandari Maximum Entropy Spectral Analysis - Some Comments , 1978 .

[15]  S. DeGraaf,et al.  Improving the resolution of bearing in passive sonar arrays by eigenvalue analysis , 1981 .

[16]  P. C. Ching,et al.  Adaptive cascade filter for speech analysis , 1983 .

[17]  L. Griffiths A continuously-adaptive filter implemented as a lattice structure , 1977 .

[18]  M. Morf,et al.  Recursive least squares ladder forms for fast parameter tracking , 1978, 1978 IEEE Conference on Decision and Control including the 17th Symposium on Adaptive Processes.

[19]  A.J. Berni,et al.  Angle-of-Arrival Estimation Using an Adaptive Antenna Array , 1975, IEEE Transactions on Aerospace and Electronic Systems.

[20]  L. Jackson,et al.  Linear prediction in cascade form , 1978 .

[21]  D. J. Bordelon,et al.  Complementarity of the Reddi method of source direction estimation with those of Pisarenko and Cantoni and Godara. I. , 1981 .

[22]  B. Widrow,et al.  Stationary and nonstationary learning characteristics of the LMS adaptive filter , 1976, Proceedings of the IEEE.

[23]  T. Thorvaldsen,et al.  Maximum entropy spectral analysis in antenna spatial filtering , 1980 .

[24]  L. Griffiths Rapid measurement of digital instantaneous frequency , 1975 .