THE STABILITY AND CONVERGENCE CHARACTERISTICS OF THE DELAYED-X LMS ALGORITHM IN ANC SYSTEMS
The Delayed-x LMS algorithm is a simplified version of the Filtered-x LMS algorithm, in which the modelC of the secondary pathCfrom the adaptive filter output to the error sensor is represented by a pure delay ofksamples (the delayed modelD) in order to reduce system complexity. However, the simplif...
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| Published in | Journal of sound and vibration Vol. 216; no. 4; pp. 637 - 648 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
London
Elsevier Ltd
01.10.1998
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0022-460X 1095-8568 |
| DOI | 10.1006/jsvi.1998.1719 |
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| Abstract | The Delayed-x LMS algorithm is a simplified version of the Filtered-x LMS algorithm, in which the modelC of the secondary pathCfrom the adaptive filter output to the error sensor is represented by a pure delay ofksamples (the delayed modelD) in order to reduce system complexity. However, the simplification produces a modelling error, which deteriorates the ANC performance. In this paper, the stability, especially that of the convergence characteristics of the feedforward active noise control system with the Delayed-x LMS algorithm, is investigated. It is shown that the stability is one in which the phase error (the phase difference between the secondary pathCand its delayed modelD) is in the range between −π/2 and π/2. Furthermore, it is shown that if the phase error is large, a small step-size parameter μ should be adopted to achieve stable noise cancellation, though the convergence speed becomes slow in the frequency domain. The theoretical results are verified by computer simulations. |
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| AbstractList | The Delayed-x LMS algorithm is a simplified version of the Filtered-x LMS algorithm, in which the modelC of the secondary pathCfrom the adaptive filter output to the error sensor is represented by a pure delay ofksamples (the delayed modelD) in order to reduce system complexity. However, the simplification produces a modelling error, which deteriorates the ANC performance. In this paper, the stability, especially that of the convergence characteristics of the feedforward active noise control system with the Delayed-x LMS algorithm, is investigated. It is shown that the stability is one in which the phase error (the phase difference between the secondary pathCand its delayed modelD) is in the range between −π/2 and π/2. Furthermore, it is shown that if the phase error is large, a small step-size parameter μ should be adopted to achieve stable noise cancellation, though the convergence speed becomes slow in the frequency domain. The theoretical results are verified by computer simulations. |
| Author | Saito, N. Abe, M. Chen, G. Makino, S. Sone, T. |
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| Keywords | Active system Least squares method Signal processing Finite impulse response filter Frequency domain method Adaptive filter Noise pollution control Feedforward |
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| Snippet | The Delayed-x LMS algorithm is a simplified version of the Filtered-x LMS algorithm, in which the modelC of the secondary pathCfrom the adaptive filter output... |
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| SubjectTerms | Acoustic signal processing Acoustics Exact sciences and technology Fundamental areas of phenomenology (including applications) Noise: its effects and control Physics |
| Title | THE STABILITY AND CONVERGENCE CHARACTERISTICS OF THE DELAYED-X LMS ALGORITHM IN ANC SYSTEMS |
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