A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence
At the current state of the art, the roll bending of heavy plates is mainly controlled and monitored manually. By automating these tasks, the economic efficiency of the process can be increased significantly. For this reason, the industry is looking for a solution to modernize the used machine tools...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-11-01
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| Series: | Engineering Proceedings |
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| Online Access: | https://www.mdpi.com/2673-4591/26/1/3 |
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| author | Lukas V. Kappis Nele Karteusch Emanuel v. Cramon-Taubadel Pascal L. Froitzheim Wilko Flügge |
| author_facet | Lukas V. Kappis Nele Karteusch Emanuel v. Cramon-Taubadel Pascal L. Froitzheim Wilko Flügge |
| author_sort | Lukas V. Kappis |
| collection | DOAJ |
| description | At the current state of the art, the roll bending of heavy plates is mainly controlled and monitored manually. By automating these tasks, the economic efficiency of the process can be increased significantly. For this reason, the industry is looking for a solution to modernize the used machine tools. Therefore, in this paper, an AI-based prognosis model and an associated optical monitoring system were developed. The prediction model assists the plant operator by calculating the expected forming result. Here, it is trained with empirical process data, determined by the monitoring system. The two components were tested numerically and experimentally. |
| first_indexed | 2024-03-11T06:35:37Z |
| format | Article |
| id | doaj.art-249700eab5bb403886e7e3e122284f3c |
| institution | Directory Open Access Journal |
| issn | 2673-4591 |
| language | English |
| last_indexed | 2024-03-11T06:35:37Z |
| publishDate | 2022-11-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Engineering Proceedings |
| spelling | doaj.art-249700eab5bb403886e7e3e122284f3c2023-11-17T10:54:03ZengMDPI AGEngineering Proceedings2673-45912022-11-01261310.3390/engproc2022026003A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial IntelligenceLukas V. Kappis0Nele Karteusch1Emanuel v. Cramon-Taubadel2Pascal L. Froitzheim3Wilko Flügge4Fraunhofer Institute for Large Structures in Production Engineering, 18059 Rostock, GermanyFraunhofer Institute for Large Structures in Production Engineering, 18059 Rostock, GermanyFraunhofer Institute for Large Structures in Production Engineering, 18059 Rostock, GermanyFraunhofer Institute for Large Structures in Production Engineering, 18059 Rostock, GermanyFraunhofer Institute for Large Structures in Production Engineering, 18059 Rostock, GermanyAt the current state of the art, the roll bending of heavy plates is mainly controlled and monitored manually. By automating these tasks, the economic efficiency of the process can be increased significantly. For this reason, the industry is looking for a solution to modernize the used machine tools. Therefore, in this paper, an AI-based prognosis model and an associated optical monitoring system were developed. The prediction model assists the plant operator by calculating the expected forming result. Here, it is trained with empirical process data, determined by the monitoring system. The two components were tested numerically and experimentally.https://www.mdpi.com/2673-4591/26/1/3bendingpredictive modelartificial intelligence |
| spellingShingle | Lukas V. Kappis Nele Karteusch Emanuel v. Cramon-Taubadel Pascal L. Froitzheim Wilko Flügge A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence Engineering Proceedings bending predictive model artificial intelligence |
| title | A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence |
| title_full | A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence |
| title_fullStr | A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence |
| title_full_unstemmed | A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence |
| title_short | A Contribution to the Automation of Roll Bending of Heavy Plates by Upgrading Roll Bending Machines with Artificial Intelligence |
| title_sort | contribution to the automation of roll bending of heavy plates by upgrading roll bending machines with artificial intelligence |
| topic | bending predictive model artificial intelligence |
| url | https://www.mdpi.com/2673-4591/26/1/3 |
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