Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks
This paper provides the simulation of laser processing of diamonds by using a combination of artificial neural networks and the finite element method. The training data array and the data array for testing neural networks were generated in ANSYS. The calculations were performed for 600 types of inpu...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | Russian |
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Educational institution «Belarusian State University of Informatics and Radioelectronics»
2023-08-01
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| Series: | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
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| Online Access: | https://doklady.bsuir.by/jour/article/view/3680 |
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| _version_ | 1849336276479639552 |
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| author | V. A. Emelyanov E. B. Shershnev Yu. V. Nikitjuk S. I. Sokolov I. Y. Aushev |
| author_facet | V. A. Emelyanov E. B. Shershnev Yu. V. Nikitjuk S. I. Sokolov I. Y. Aushev |
| author_sort | V. A. Emelyanov |
| collection | DOAJ |
| description | This paper provides the simulation of laser processing of diamonds by using a combination of artificial neural networks and the finite element method. The training data array and the data array for testing neural networks were generated in ANSYS. The calculations were performed for 600 types of input parameters, 60 of which were used to test artificial neural networks. The influence of the parameters of neural network models on the accuracy of determining temperatures in the laser processing area were studied. The parameters of neural networks were established that provide acceptable results in predicting temperatures generated by laser radiation in diamonds. The results obtained can be used to determine the technological parameters of the laser processing of diamonds. |
| format | Article |
| id | doaj-art-64e6f08e3cc148b1a07a71aed6b8aa6c |
| institution | Kabale University |
| issn | 1729-7648 |
| language | Russian |
| publishDate | 2023-08-01 |
| publisher | Educational institution «Belarusian State University of Informatics and Radioelectronics» |
| record_format | Article |
| series | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| spelling | doaj-art-64e6f08e3cc148b1a07a71aed6b8aa6c2025-08-20T03:45:02ZrusEducational institution «Belarusian State University of Informatics and Radioelectronics»Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki1729-76482023-08-01214404510.35596/1729-7648-2023-21-4-40-451919Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural NetworksV. A. Emelyanov0E. B. Shershnev1Yu. V. Nikitjuk2S. I. Sokolov3I. Y. Aushev4Joint-Stock Company “INTEGRAL” – Manager Holding Company “INTEGRAL”Francisk Skorina Gomel State UniversityFrancisk Skorina Gomel State UniversityFrancisk Skorina Gomel State UniversityUniversity of Civil Protection of the Ministry for Emergency Situations of the Republic of BelarusThis paper provides the simulation of laser processing of diamonds by using a combination of artificial neural networks and the finite element method. The training data array and the data array for testing neural networks were generated in ANSYS. The calculations were performed for 600 types of input parameters, 60 of which were used to test artificial neural networks. The influence of the parameters of neural network models on the accuracy of determining temperatures in the laser processing area were studied. The parameters of neural networks were established that provide acceptable results in predicting temperatures generated by laser radiation in diamonds. The results obtained can be used to determine the technological parameters of the laser processing of diamonds.https://doklady.bsuir.by/jour/article/view/3680neural networklaser processingdiamondansys |
| spellingShingle | V. A. Emelyanov E. B. Shershnev Yu. V. Nikitjuk S. I. Sokolov I. Y. Aushev Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki neural network laser processing diamond ansys |
| title | Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks |
| title_full | Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks |
| title_fullStr | Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks |
| title_full_unstemmed | Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks |
| title_short | Estimating the Parameters of Laser Processing of Diamonds Using the Finite Element Method and Artificial Neural Networks |
| title_sort | estimating the parameters of laser processing of diamonds using the finite element method and artificial neural networks |
| topic | neural network laser processing diamond ansys |
| url | https://doklady.bsuir.by/jour/article/view/3680 |
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