Convergence Analysis of Proportionate-type Least Mean Square Algorithms
Systems and Control
2015-12-15 v1
Abstract
In this paper, we present the convergence analysis of proportionate-type least mean square (Pt-LMS) algorithm that identifies the sparse system effectively and more suitable for real time VLSI applications. Both first and second order convergence analysis of Pt-LMS algorithm is studied. Optimum convergence behavior of Pt-LMS algorithm is studied from the second order convergence analysis provided in this paper. Simulation results were conducted to verify the analytical results.
Cite
@article{arxiv.1512.04004,
title = {Convergence Analysis of Proportionate-type Least Mean Square Algorithms},
author = {Vinay Chakravarthi Gogineni and Subrahmanyam Mula},
journal= {arXiv preprint arXiv:1512.04004},
year = {2015}
}
Comments
7 pages, 3 figures. Under Communication. arXiv admin note: text overlap with arXiv:1509.03203