A reduced order model to assist welding parameter setup
This article demonstrates the time saving in industrial process setup using numerical reduced order modelling (ROM). The numerical simulations may supply useful information to design manufacturing processes but are often time consuming and then not suited with multi-query study such as inverse probl...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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EDP Sciences
2024-01-01
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| Series: | Mechanics & Industry |
| Subjects: | |
| Online Access: | https://www.mechanics-industry.org/articles/meca/full_html/2024/01/mi230016/mi230016.html |
| _version_ | 1797333907252707328 |
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| author | Le Guennec Yves Morville Simon |
| author_facet | Le Guennec Yves Morville Simon |
| author_sort | Le Guennec Yves |
| collection | DOAJ |
| description | This article demonstrates the time saving in industrial process setup using numerical reduced order modelling (ROM). The numerical simulations may supply useful information to design manufacturing processes but are often time consuming and then not suited with multi-query study such as inverse problem. ROM aims at replacing the original simulation (so-called high-fidelity (HF)) by a low rank model that will run fast according to the HF simulation time. Multi-query studies will use the ROM instead of the HF simulation to save time and deliver a solution consistent with industrial timeline. To validate the solution, the HF simulation will be used. In this paper, a problem of calibration of TIG welding parameter will illustrate this approach. |
| first_indexed | 2024-03-08T08:11:54Z |
| format | Article |
| id | doaj.art-d5bb93eb295b41e3853e5c011e386016 |
| institution | Directory Open Access Journal |
| issn | 2257-7777 2257-7750 |
| language | English |
| last_indexed | 2024-03-08T08:11:54Z |
| publishDate | 2024-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | Mechanics & Industry |
| spelling | doaj.art-d5bb93eb295b41e3853e5c011e3860162024-02-02T08:32:50ZengEDP SciencesMechanics & Industry2257-77772257-77502024-01-0125310.1051/meca/2023045mi230016A reduced order model to assist welding parameter setupLe Guennec Yves0https://orcid.org/0000-0003-2652-8383Morville Simon1https://orcid.org/0009-0006-1970-7059Nantes Université, IRT Jules VerneNantes Université, IRT Jules VerneThis article demonstrates the time saving in industrial process setup using numerical reduced order modelling (ROM). The numerical simulations may supply useful information to design manufacturing processes but are often time consuming and then not suited with multi-query study such as inverse problem. ROM aims at replacing the original simulation (so-called high-fidelity (HF)) by a low rank model that will run fast according to the HF simulation time. Multi-query studies will use the ROM instead of the HF simulation to save time and deliver a solution consistent with industrial timeline. To validate the solution, the HF simulation will be used. In this paper, a problem of calibration of TIG welding parameter will illustrate this approach.https://www.mechanics-industry.org/articles/meca/full_html/2024/01/mi230016/mi230016.htmlreduced order modellingoptimizationmulti-physics simulationwelding waammodelling |
| spellingShingle | Le Guennec Yves Morville Simon A reduced order model to assist welding parameter setup Mechanics & Industry reduced order modelling optimization multi-physics simulation welding waam modelling |
| title | A reduced order model to assist welding parameter setup |
| title_full | A reduced order model to assist welding parameter setup |
| title_fullStr | A reduced order model to assist welding parameter setup |
| title_full_unstemmed | A reduced order model to assist welding parameter setup |
| title_short | A reduced order model to assist welding parameter setup |
| title_sort | reduced order model to assist welding parameter setup |
| topic | reduced order modelling optimization multi-physics simulation welding waam modelling |
| url | https://www.mechanics-industry.org/articles/meca/full_html/2024/01/mi230016/mi230016.html |
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