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Variable step LMS algorithm using the accumulated instantaneous error concept

Abu-Salim, K.F. and Gong, Y. (2008) Variable step LMS algorithm using the accumulated instantaneous error concept. In: Ao, S.I., Gelman, L., Hukins, D.W.L., Hunter, A. and Korsunsky, A.M. (eds.) World congress on engineering 2008. Lecture notes in engineering and computer science, 1-2. International Association of Engineers, Hong Kong, pp. 474-478. ISBN 9789889867195

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Abstract/Summary

The convergence speed of the standard Least Mean Square adaptive array may be degraded in mobile communication environments. Different conventional variable step size LMS algorithms were proposed to enhance the convergence speed while maintaining low steady state error. In this paper, a new variable step LMS algorithm, using the accumulated instantaneous error concept is proposed. In the proposed algorithm, the accumulated instantaneous error is used to update the step size parameter of standard LMS is varied. Simulation results show that the proposed algorithm is simpler and yields better performance than conventional variable step LMS.

Item Type:Book or Report Section
Divisions:Faculty of Science > School of Systems Engineering
ID Code:14328
Uncontrolled Keywords:adaptive filters, adaptive array, variable step LMS, moving object tracking
Additional Information:World Congress on Engineering 2008 London, ENGLAND 2-4 Jul 2008
Publisher:International Association of Engineers

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