An estimation algorithm for AR models with closely located lightly damped low frequency poles
We present a pole estimation algorithm which is based on an overdetermined adaptive IIR filter with an additional postprocessing stage to extract the pole locations from the adaptive weights. The adaptive filtering algorithm used, is a pseudo-linear regression algorithm which is solved by a time-rec...
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| Vydáno v: | 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing Ročník 5; s. 3821 - 3824 vol.5 |
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| Hlavní autoři: | , , , |
| Médium: | Konferenční příspěvek |
| Jazyk: | angličtina |
| Vydáno: |
Washington DC
IEEE
1997
IEEE Computer Society Press |
| Témata: | |
| ISBN: | 0818679190, 9780818679193 |
| ISSN: | 1520-6149 |
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| Abstract | We present a pole estimation algorithm which is based on an overdetermined adaptive IIR filter with an additional postprocessing stage to extract the pole locations from the adaptive weights. The adaptive filtering algorithm used, is a pseudo-linear regression algorithm which is solved by a time-recursive QR decomposition. Two pole classification schemes are presented to separate the true poles and the superfluous poles. The classification schemes are based on the occurrence of pole-zero cancelation and on the pole movement in the z-plane. Floating point simulations are presented to demonstrate the performance of the proposed algorithm. |
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| AbstractList | We present a pole estimation algorithm which is based on an overdetermined adaptive IIR filter with an additional postprocessing stage to extract the pole locations from the adaptive weights. The adaptive filtering algorithm used, is a pseudo-linear regression algorithm which is solved by a time-recursive QR decomposition. Two pole classification schemes are presented to separate the true poles and the superfluous poles. The classification schemes are based on the occurrence of pole-zero cancelation and on the pole movement in the z-plane. Floating point simulations are presented to demonstrate the performance of the proposed algorithm. |
| Author | Harteneck, M. McWhirter, J.G. Stewart, R.W. Proudler, I.K. |
| Author_xml | – sequence: 1 givenname: M. surname: Harteneck fullname: Harteneck, M. organization: Dept. of Electron. & Electr. Eng., Strathclyde Univ., Glasgow, UK – sequence: 2 givenname: R.W. surname: Stewart fullname: Stewart, R.W. – sequence: 3 givenname: J.G. surname: McWhirter fullname: McWhirter, J.G. – sequence: 4 givenname: I.K. surname: Proudler fullname: Proudler, I.K. |
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| Keywords | Infinite impulse response filter Autoregressive model Adaptive filter Signal estimation |
| Language | English |
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| Snippet | We present a pole estimation algorithm which is based on an overdetermined adaptive IIR filter with an additional postprocessing stage to extract the pole... |
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| StartPage | 3821 |
| SubjectTerms | Adaptive filters Applied sciences Array signal processing Brain modeling Detection, estimation, filtering, equalization, prediction Exact sciences and technology Filtering algorithms Frequency estimation IIR filters Information, signal and communications theory Polynomials Predictive models Sensor arrays Signal and communications theory Signal processing algorithms Signal, noise Telecommunications and information theory |
| Title | An estimation algorithm for AR models with closely located lightly damped low frequency poles |
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