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Weight Adaptation Stability of Static Quadratic Neural Unit

This paper is focused on weight adaptation stability analysis of static quadratic neural unit (QNU) which is considered a high nonlinear approximator. The aim of this paper is to provide verifiable conditions in wh...

JB - Senzory, čidla, měření a regulace

  • 2011
  • O
  • Link
Result

Quadratic Neural Unit and its Network in Validation of Process Data of Steam Turbine Loop and Energetic Boiler

The paper discusses results and advantages of the application of quadratic neural units and novel quadratic neural network to modeling of real data for purposes for the real process. A comparison of perfor...

BC - Teorie a systémy řízení

  • 2010
  • D
  • Link
Result

Lung Tumor Motion Prediction by static neural networks

This paper presents a study of lung tumormotion time-series prediction, first, with the use of conventional static (feedforward) MLP neural network (with a single hidden perceptron layer) and, second, with the static qu...

JB - Senzory, čidla, měření a regulace

  • 2012
  • O
Result

Quadratic neural unit for adaptive prediction of transitions among local attractors of Lorenz system

The goal of the paper is to demonstrate an adaptive prediction of trajectory transitions between local attractors of deterministic chaotic systems using low-dimensional dynamic quadratic neural unit with periodically forced...

IN - Informatika

  • 2008
  • D
Result

Dynamic Backpropagation and Prediction

The paper introduces matrix derivaion of adaptation of a fundamental clasess of dynamic neural networs and dynamic quadratic neural unit for prediction of time series series are shown, and atrractive attributes of ...

BC - Teorie a systémy řízení

  • 2010
  • Jx
Result

Program system I&C NEURECON

. The program implements static multilayer neural networks and quadratic neural units to model and reconciliate process data based on the principles of neural networks for reading process data and...

JE - Nejaderná energetika, spotřeba a užití energie

  • 2008
  • R
Result

Rotating machinery fault diagnosis using a quadratic neural unit

In this work, a quadratic neural unit was implemented for rotating machinery fault diagnoses of an industrial machine, where the input data that were used were taken from a vibration test on an alternating current motor. Th...

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

  • 2022
  • Jimp
  • Link
Result

Program system neurecon for advanced data reconcilliation

The report describes solution and analysis of steam turbine data measurements reconciliation with the use of feed-forward neural networks, quadratic neural unit, with the use of techniques Neural Networks ...

JE - Nejaderná energetika, spotřeba a užití energie

  • 2008
  • O
Result

Testing Potentials of Dynamic Quadratic Neural Unit for Prediction of Lung Motion during Respiration for Tracking Radiation Therapy

This paper presents a study of the dynamic (recurrent) quadratic neural unit (QNU) -a class of higher order network or a class of polynomial neural network- as applied to the prediction of lung respiration dynamics...

BC - Teorie a systémy řízení

  • 2010
  • D
  • Link
Result

Model Reference Adaptive Control for Active Vibration Damping System

Model Reference Adaptive Control (MRAC) architecture with Higher Order Neural Unit (HONU) was examined. Control was designed using real data from an experimental active vibration damping system. The aim is to test the suitability of...

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

  • 2022
  • O
  • Link
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