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README.md

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The optimized LMS (LMSO) algorithm [1] for system identification is developed in the context of a state variable model, assuming
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that the unknown system acts as a time-varying system, following a first-order Markov model [2].
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The proposed algorithm follows an optimization problem and introduces a variable step-size in order to minimize the system misalignment
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The proposed algorithm follows an optimization problem and introduces a variable step-size in order to minimize the system misalignment.
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Installation
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============
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This poject is on pypi <https://pypi.org/project/lmso-algorithm/>
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To install from pypi:
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pip3 install lmso_algorithm
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From this repository::
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git clone https://github.com/alexgrusu/lmso_algorithm.git
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python3 setup.py develop
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Usage
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=====
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Supported features:
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- The Optimized Least-Mean-Square (LMSO) Algorithm;
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- WGN and AR(1) generators;
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- NMSE computation;
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- Echo path processing.
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Example use:
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<example/test.py>.
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[1] A. G. Rusu, S. Ciochină, and C. Paleologu, “On the step-size optimization of the LMS algorithm,” in Proc. IEEE TSP, 2019, 6 pages.

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