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Content Provider | IET Digital Library |
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Author | Khattak, Obaid ur Rehman Zerguine, Azzedine |
Abstract | In this work, a leakage-based variant of the least mean fourth (LMF) algorithm, the leaky least mean fourth (LLMF) algorithm, is proposed. This algorithm will help mitigate the weight drift problem experienced in the conventional LMF algorithm. The main aim of this work is to derive the LLMF adaptive algorithm, analyse its convergence behaviour, and examine its performance in different noise environments. Furthermore, the tracking and transient analysis of the proposed LLMF algorithm are carried out using the energy-conservation relation framework. Finally, a number of simulation results are carried out to corroborate the theoretical findings, and show improved performance obtained through the use of LLMF over the conventional LMF algorithm in a weight drift scenario. |
Starting Page | 134 |
Ending Page | 145 |
Page Count | 12 |
ISSN | 17519675 |
Volume Number | 7 |
e-ISSN | 17519683 |
Issue Number | Issue 2, Apr (2013) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-spr/7/2 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-spr.2011.0381 |
Journal | IET Signal Processing |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Adaptive Filter Convergence Behaviour Energy-conservation Relation Filtering Method in Signal Processing Interpolation And Function Approximation Leakage-based Variant Leaky Least Mean Fourth Adaptive Algorithm Least Mean Squares Method LLMF Adaptive Algorithm Noise Environment Numerical Analysis Signal Processing Theory Tracking Analysis Transient Analysis Weight Drift Problem |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering |
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