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Volume 12 Issue 5
Sep.  1990
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Yu Huili. A RECURSIVE ALGORITHM FOR AR MODELING AND SPECTRAL ESTIMATION USING HOUSEHOLDER TRANSFORM[J]. Journal of Electronics & Information Technology, 1990, 12(5): 459-466.
Citation: Yu Huili. A RECURSIVE ALGORITHM FOR AR MODELING AND SPECTRAL ESTIMATION USING HOUSEHOLDER TRANSFORM[J]. Journal of Electronics & Information Technology, 1990, 12(5): 459-466.

A RECURSIVE ALGORITHM FOR AR MODELING AND SPECTRAL ESTIMATION USING HOUSEHOLDER TRANSFORM

  • Received Date: 1989-04-17
  • Rev Recd Date: 1990-04-26
  • Publish Date: 1990-09-19
  • Householder transform is used to triangularize the data matrix which is based on the linear prediction error equation. It is proved that the sum of squared residuals for each AR order can be obtained by the main diagonal elements of upper triangular matrix, so the column by column procedure can be used to develop a recursive algorithm for AR modeling and spectral estimation. In the most cases, the presented algorithm yield the same results as the covariance method or modified covariance method does. But in some special cases where the numericall ill-conditioned problems are so serious that the covariance method and inodified covariance method fail to estimate AR spectrum, the presented algorithm still tends to keep good performance. The typical computational results are given finally.
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  • S. L. Marple, Digital Spectral Analysis with Applications, Prentice-Hall Inc., NJ (1987).[2]S. M. Kay, S. L. Marple, Proc. IEEE, 69(1981), 1380-1419.[3]J. Makhoul, Proc. IEEE, 63(1975), 561-580.[4]Morf., et al., IEEE Trans. on ASSP, ASSP-25 (1977), 429-433.[5]S. L. Marple, IEEE Trans.on ASSP, ASSP-29 (1981), 62-73.[6]J. A. Cadzow et al., Proc. Inst. Elec. Eng., 130(1983), Part F, 202-210.[7]C.L.Lawson, R. J. Hanson, Solving Least Squares Problems, Englewood Cliffs, Prentice-Hall, NJ (1974).[8]Huang Junqin, Huili Yu, A Recursive Householder Algorithm for Identification and MA /AR Spectral Estimation, Seventh IFAC/IFORS Symposium on Iden. and System Parameter Esti.,Vol. 2, pp 1461-1466, July, (1985).[9]A. J. W. Van Den Boom, A. W. M. van Den Enden, Automatics, 10(1974), 245-256.[10]余辉里,AR谱估计的一种自适应算法,电子科学学刊,11(1989)4, 428-433.[11]M. Wax, IEEE Trans.on ASSP, ASSP-36 (1988), 581-588.[12]S. H. Leung, W. Y. Horng, Superresolution Autoregressive Spectral Estimation Technique Using Multiple Step Prediction, Proc. IEEE Int. Cont. ASSP, Vol. 1, pp 101-104, Mar. (1985).
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