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The paper begins with a brief description of the Langevin equation of nonequilibrium thermodynamics. In so doing, I set the stage for analyzing the statistical learning behavior of the standard LMS algorithm, operating under the assumption of a small step-size parameter. In particular, it is shown that by making three justifiable assumptions and then applying the unitary similarity transformation,...
A new method based on chaos and neural network theory for small target detection in sea clutter is presented. The authors present the signal model. They then describe a neural network trained with the least-mean-square (LMS) algorithm for the dynamic reconstruction of sea clutter. A chaotic detection algorithm based on the neural network model is described. Some experimental results show that the...
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