Variable Learning Rate LMS Based Linear Adaptive Inverse Control
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@Article{JICS-1-139,
author = {},
title = {Variable Learning Rate LMS Based Linear Adaptive Inverse Control},
journal = {Journal of Information and Computing Science},
year = {2024},
volume = {1},
number = {3},
pages = {139--148},
abstract = { Adaptive inverse control of linear system with fixed learning rate least mean square (LMS)
algorithm is improved by varying the learning rate. This variable learning rate LMS algorithm is proved to be
convergent by using Lyapunov method. It has better performance especially when there is noise in command
input signal. And it is simpler than the Variable Step-size Normalized LMS algorithm. A water box
temperature control example is quoted in this paper. Simulation results are carried out and show that the
adaptive inverse control with variable learning rate LMS is better than that with the fixed learning rate LMS
algorithm and the Variable Step-size Normalized LMS algorithm.
},
issn = {1746-7659},
doi = {https://doi.org/},
url = {http://global-sci.org/intro/article_detail/jics/22838.html}
}
TY - JOUR
T1 - Variable Learning Rate LMS Based Linear Adaptive Inverse Control
AU -
JO - Journal of Information and Computing Science
VL - 3
SP - 139
EP - 148
PY - 2024
DA - 2024/01
SN - 1
DO - http://doi.org/
UR - https://global-sci.org/intro/article_detail/jics/22838.html
KW - Learning Rate, LMS, Adaptive Inverse Control
AB - Adaptive inverse control of linear system with fixed learning rate least mean square (LMS)
algorithm is improved by varying the learning rate. This variable learning rate LMS algorithm is proved to be
convergent by using Lyapunov method. It has better performance especially when there is noise in command
input signal. And it is simpler than the Variable Step-size Normalized LMS algorithm. A water box
temperature control example is quoted in this paper. Simulation results are carried out and show that the
adaptive inverse control with variable learning rate LMS is better than that with the fixed learning rate LMS
algorithm and the Variable Step-size Normalized LMS algorithm.
. (2024). Variable Learning Rate LMS Based Linear Adaptive Inverse Control.
Journal of Information and Computing Science. 1 (3).
139-148.
doi:
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