Parametric identification of the mathematical model of the micro-arc oxidation process

被引:0
|
作者
Semenov, Anatoliy [1 ]
Pecherskaya, Ekaterina [1 ]
Golubkov, Pavel [1 ]
Gurin, Sergey [1 ]
Artamonov, Dmitriy [2 ]
Shepeleva, Yuliya [2 ]
机构
[1] Penza State Univ, Dept Informat & Measurement Equipment & Metrol, Krasnaya St 40, Penza 440026, Russia
[2] Penza State Univ, Polytech Inst, Krasnaya St 40, Penza 440026, Russia
关键词
Micro -arc oxidation; Non-linear models; Parametric identification; Neural networks; Reservoir computing; PLASMA ELECTROLYTIC OXIDATION; CORROSION-RESISTANCE; COATINGS; PEO; MICROSTRUCTURE; BEHAVIOR; PROTECTION; MAGNESIUM; ALLOY;
D O I
10.1016/j.heliyon.2023.e19995
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The article is aimed at solving the problem of parametric identification of non-linear object models using the example of a mathematical model of the micro-arc oxidation process. An algorithm for parametric identification, based on an experiment in the micro-arc oxidation process, the results of which form a training and control sample is proposed; sequential training of neural networks and calculation of the parameters estimates of the nonlinear model according to experimental data are performed. Experimental testing of the proposed method of neural network parametric identification on the example of the micro-arc oxidation process confirmed that the standard deviation of current and voltage from the nominal values does not exceed +/- 4%. The obtained results were used in the development of an intelligent hardware-software complex for the production of protective coatings by the micro-arc oxidation method.
引用
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页数:13
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