Title | A study of the robustness of the M-Max NLMS adaptive algorithm |
Publication Type | Conference Paper |
Year of Publication | 1999 |
Authors | Mayyas, K., T. Aboulnasr, and T. Eldos |
Conference Name | Circuits and Systems, 1999. ISCAS '99. Proceedings of the 1999 IEEE International Symposium on |
Pagination | 154 -157 vol.3 |
Date Published | jul. |
Keywords | adaptive filters, deterministic robustness study, filtering theory, least mean squares methods, M-max NLMS adaptive algorithm, robust performance, step size, time-domain analysis, time-domain framework, updated coefficients |
Abstract | In this paper, the M-Max NLMS algorithm is analyzed in a time-domain framework without constraining the number of updated coefficients per iteration or imposing statistical assumptions on the input signal. Analysis will prove the robustness of the M-Max NLMS algorithm under appropriate deterministic assumptions. Moreover, it will provide more insight into the algorithm structure leading to new choices of the step size for improved robust performance. A typical simulation example is presented to verify the deterministic findings |
URL | http://dx.doi.org/10.1109/ISCAS.1999.778808 |
DOI | 10.1109/ISCAS.1999.778808 |