Performance monitoring in non-linear adaptive noise cancellation

作者: S.A. Billings , F.A. Alturki

DOI: 10.1016/0022-460X(92)90572-F

关键词: Moving-average modelPerformance monitoringActive noise controlAdaptive filterEngineeringElectronic engineeringModel validityLeast squaresFilter designControl theoryNonlinear system

摘要: Abstract Correlation-based model validity tests are introduced to monitor the operation of non-linear adaptive noise cancellation filters and detect whether operating correctly or incorrectly. The derived for a NARMAX (Non-linear Autor-Regressive Moving Average with eXogenous inputs) filter design based on Sub-Optimal Least Squares (SOLS) estimation algorithm. Simulation studies included illustrate performance new tests.

参考文章(19)
Lennart Ljung, Torsten Söderström, Theory and Practice of Recursive Identification ,(1983)
Graham C Goodwin, Kwai Sang Sin, None, Adaptive filtering prediction and control ,(1984)
M. Coker, D. Simkins, A nonlinear adaptive noise canceller ICASSP '80. IEEE International Conference on Acoustics, Speech, and Signal Processing. ,vol. 5, pp. 470- 473 ,(1980) , 10.1109/ICASSP.1980.1170987
T. Söderström, L. Ljung, I. Gustavsson, Paper: A theoretical analysis of recursive identification methods Automatica. ,vol. 14, pp. 231- 244 ,(1978) , 10.1016/0005-1098(78)90088-2
S.A. Billings, M. El Hitmy, A.R.D. Curtis, Adaptive noise cancellation for a class of non-linear IIR filters Journal of Sound and Vibration. ,vol. 140, pp. 457- 473 ,(1990) , 10.1016/0022-460X(90)90761-N
S.A. Billings, W.S.F. Voon, Structure detection and model validity tests in the identification of nonlinear systems IEE Proceedings D Control Theory and Applications. ,vol. 130, pp. 193- 199 ,(1983) , 10.1049/IP-D:19830034
D.W. Clarke, P.J. Gawthrop, Self-tuning controller Proceedings of the Institution of Electrical Engineers. ,vol. 122, pp. 929- 934 ,(1975) , 10.1049/PIEE.1975.0252
S. A. BlLLINGS, W. S. F. VOON, Correlation based model validity tests for non-linear models International Journal of Control. ,vol. 44, pp. 235- 244 ,(1986) , 10.1080/00207178608933593
C.F.N. Cowan, Performance comparisons of finite linear adaptive filters IEE Proceedings F Communications, Radar and Signal Processing. ,vol. 134, pp. 211- 216 ,(1987) , 10.1049/IP-F-1:19870046