Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications
Online ISSN : 2188-4749
Print ISSN : 2188-4730
第32回ISCIE「確率システム理論と応用」国際シンポジウム(2000年11月, 鳥取)
Convergence Analysis the Filtered-E LMS Algorithm Based on the Frequency Domain Expression
Shigeyuki MiyagiHideaki Sakai
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ジャーナル フリー

2001 年 2001 巻 p. 265-270

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抄録
Several properties of the filtered-error (filtered-E or adjoint) least mean square (LMS) algorithm, such as the stability condition, the upper limit of the step size and the variance of the error signal are quantitatively evaluated and compared with the those of the filtered-X LMS algorithm. For this purpose, the averaged system and the ordinary differential equation (ODE) method are applied to the frequency domain expression of both algorithms. From the averaged system, it is demonstrated that the stability condition and the upper limit of the step size of the filtered-E LMS algorithm are same with those of the filtered-X LMS algorithm. On the other hand, from the ODE analysis, it is shown that the excess mean square error of the filtered-E LMS algorithm is two thirds of that of the filtered-X LMS algorithm.
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© 2001 ISCIE Symposium on Stochastic Systems Theory and Its Applications
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