| Paper: | SPTM-L3.5 | ||
| Session: | Analysis of Adaptive Filter Algorithms | ||
| Time: | Wednesday, May 19, 10:50 - 11:10 | ||
| Presentation: | Lecture | ||
| Topic: | Signal Processing Theory and Methods: Adaptive Systems & Filtering | ||
| Title: | A STATISTICAL ANALYSIS OF THE MULTI-SPLIT LMS ALGORITHM | ||
| Authors: | Leonardo Resende; Federal University of Santa Catarina | ||
| Carlos Aurélio Rocha; Federal University of Santa Catarina | |||
| José Carlos M. Bermudez; Federal University of Santa Catarina | |||
| Maurice Bellanger; Conservatoire National des Arts et Métiers | |||
| Abstract: | This paper presents a statistical analysis of the multi-split LMS algorithm. Deterministic recursions are obtained for the mean weight vector and the mean square error. Simulation results display excellent agreement with the theoretical predictions, and enable us to validate the proposed models for both transient and steady-state behaviors. | ||
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