American Journal of Neural Networks and Applications

Volume 1, Issue 1, August 2015

  • Asymptotic Behaviour of Gradient Learning Algorithms in Neural Network Models for the Identification of Nonlinear Systems

    Valerii N. Azarskov, Dmytro P. Kucherov, Sergii A. Nikolaienko, Leonid S. Zhiteckii

    Issue: Volume 1, Issue 1, August 2015
    Pages: 1-10
    Received: 14 June 2015
    Accepted: 28 July 2015
    Published: 29 July 2015
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    Abstract: This paper deals with studying the asymptotical properties of multilayer neural networks models used for the adaptive identification of wide class of nonlinearly parameterized systems in stochastic environment. To adjust the neural network’s weights, the standard online gradient type learning algorithms are employed. The learning set is assumed to ... Show More
  • Study of the Nature and Structure of Corporate Culture with Neural Network Models

    Sergiy V. Kovalevskyy, Ludmila V. Kosheva

    Issue: Volume 1, Issue 1, August 2015
    Pages: 11-22
    Received: 14 June 2015
    Accepted: 28 July 2015
    Published: 29 July 2015
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    Abstract: The article contains the new materials reflecting application of neural network models in designing of innovative processes in pedagogic. Such approach, according to authors' point of view, is actual because it is very important to provide quantitative estimations along with quality standards for management of pedagogical processes. They allow to r... Show More
  • Energy-saving Technologies and Research I Using Neural Network Models

    Sergiy V. Kovalevskyy, Ekaterina A. Zavgorodnyaya

    Issue: Volume 1, Issue 1, August 2015
    Pages: 23-28
    Received: 14 June 2015
    Accepted: 28 July 2015
    Published: 29 July 2015
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    Abstract: In article he results of researches in different aspects of surface treatment are submitted. New type of the process of stabilization of residual pressure is considered. Also new ways of hardening of details are investigated and compared. The problem of new tools and the question of its more effective using are considered. The way of neural network... Show More
  • Improving of Procedures for Preparing of Training Set for Neural Networks

    Veniamin B. Gitis, Tatyana P. Gitis

    Issue: Volume 1, Issue 1, August 2015
    Pages: 29-32
    Received: 14 June 2015
    Accepted: 28 July 2015
    Published: 1 August 2015
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    Abstract: In the article procedure of rough-down of information is examined for teaching of neuron networks. Shown, that exists problem of normalization of ordinals of variables in part of their internal levels. The improved chart of normalization, allowing setting ponder ability both ordinal of variable on the whole and its separate levels, is offered to ap... Show More