TY  - JOUR
T1  - Principal Component Analysis for Electromagnetic Drives
Technological Production Process Control
AU - Lankin, Anton AU - Shaykhutdinov, Danil AU - Grechikhin, Valeriy AU - Schuchkin, Denis AU - Narakidze, Nuri AU - Gorbatenko, Nikolay 
JO  - Journal of Engineering and Applied Sciences
VL  - 12
IS  - 2
SP  - 363
EP  - 373
PY  - 2017
DA  - 2001/08/19
SN  - 1816-949x
DO  - jeasci.2017.363.373
UR  - https://makhillpublications.co/view-article.php?doi=jeasci.2017.363.373
KW  - Dynamic characteristic magnetization
KW  -process control
KW  -the principal component analysis
KW  -proportional electromagnetic
KW  -actuator
AB  - 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.
ER  -