Anton  Lankin, Danil  Shaykhutdinov, Valeriy  Grechikhin, Denis  Schuchkin, Nuri  Narakidze, Nikolay  Gorbatenko, 
    Principal Component Analysis for Electromagnetic Drives
Technological Production Process Control,
    Journal of Engineering and Applied Sciences,
    Volume 12,Issue 2,
    2017,
    Pages 363-373,
    ISSN 1816-949x,
    jeasci.2017.363.373,
    (https://makhillpublications.co/view-article.php?doi=jeasci.2017.363.373)
    Abstract: This study describes the implementation of principal component analysis method for electromagnetic
drives technological production process control. The analysis of existing methods of technological processes
of production of proportional electromagnetic drives is performed. The method for control of technological
production process is developed. The approximation of dynamic magnetization characteristic of electromagnetic
drives is made. Projecting of dynamic characteristic of the magnetization by method of principal component
analysis is implemented. The calibration and classification methods are selected. To separate the training sample
into groups and classification of dynamic characteristic of the magnetization for the test sample was used
method of formal independent modeling of class analogies. The results of implementation of selected methods
are presented.
    Keywords: Dynamic characteristic magnetization;process control;the principal component analysis;proportional electromagnetic;actuator