Please use this identifier to cite or link to this item:
https://er.chdtu.edu.ua/handle/ChSTU/5148
Title: | The inverse problem of determining profiles of electrophysical parameters in eddy-current structuroscopy using apriori information on multifrequency probing |
Authors: | Halchenko, Volodymyr Trembovetska, Ruslana Tychkov, Volodymyr Tychkova, Natalіia Гальченко, Володимир Якович Трембовецька, Руслана Володимирівна Тичков, Володимир Володимирович Тичкова, Наталія Борисівна |
Keywords: | profiles of magnetic permeability and electrical conductivity;eddy current measurement control;multifrequency probing;apriori information;surrogate optimization;active subspace;metamodel;deep neural networks |
Issue Date: | 2024 |
Publisher: | Mathematical Modelling and Analysis |
Abstract: | Based on the proposed methodology, the essence of which is to identify the profiles of electrophysical parameters of planar objects of eddy-current testing by means of surrogate optimization in the active PCA-space of reduced dimensionality, the effectiveness of the approach is proved by modeling the process of measurement control using apriori accumulated information about an object, in particular, multifrequency probing. The particularity of these studies is the consideration of previously collected information not only on profile variations, but also on the effect of various object probing frequencies on the signal of the surface probe. The functions of the storage device and information carrier were performed by a neural network metamodel, characterized by a high computational efficiency. Numerical experiments have determined the accuracy indicators of the proposed improved method for determining the distributions of magnetic permeability and electrical conductivity along the subsurface layer of a metal object with changes in a microstructure. The analysis of the modeling results indicates a significant reduction in the level of computational resources required to solve the problem and an increase in the accuracy of profile identification. |
URI: | https://er.chdtu.edu.ua/handle/ChSTU/5148 |
ISSN: | 1392-6292 (print) 1648-3510 (online) |
DOI: | https://doi.org/10.3846/mma.2024.20022 |
Volume: | 29 |
Issue: | 4 |
First Page: | 767 |
End Page: | 780 |
Appears in Collections: | Наукові публікації викладачів (ФЕТР) |
Files in This Item:
File | Description | Size | Format | |
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20022-Article Text-93516-3-10-20241128.pdf | 629.87 kB | Adobe PDF | View/Open |
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