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HCPS aims to get a condensed model through eliminating redundant neurons and without degrading the instant modeling performance, which is associated with the model's generalization property.
The condensed model is based on choosingncnatural frequencies and the corresponding modes of original model.
We show how either of these can be used to give an accurate prediction of the condensed model and a considerable reduction of the calculation costs.
A condensed model of the coupled cable-moving oscillators system is derived by referring cable vibrations to a local Cartesian coordinate system.
The process of pattern selection in a heterogeneous model of a catalytic reactor was studied by analyzing the behaviour of a simple condensed model.
The vectors of the basis are sufficient to make the condensed model reliable and robust with respect to the perturbations of the model in the observed frequency band.
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Comparisons between the performance of the condensed models obtained by means of the dynamic condensation method and that of the models obtained by the Guyan method have been conducted.
The method of updating proposed in this paper is based on condensed models and the frequency responses.
The entire approach comprises an efficient determination of the deflection characteristic of stroke-controlled press and tooling system and its condensed modeling in combination with the FE simulation of a cold forging process.
His scientific research interests include: quantum theories of brain operation, computational neuroscience, artificial neural networks, models of emergence processes, quantum field theory, models of phase transitions in condensed matter, models of human memory and visual perception, models of decision making, models of statistical reasoning.
This method is adapted to a condensed linear model used in the first optimization procedure of the nonlinear dynamic behaviour.
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