Image-based algorithm for nozzle adhesion detection in powder-fed directed-energy deposition
The rapidly growing technological innovation of directed energy deposition leads to an increase in part complexity as well as quality and mechanical properties of manufacturable components. However, the variety of process parameters and influencing factors still requires skilled operators, who obser...
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| Published in | Journal of laser applications Vol. 32; no. 2 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
01.05.2020
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1042-346X 1938-1387 1938-1387 |
| DOI | 10.2351/7.0000070 |
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| Abstract | The rapidly growing technological innovation of directed energy deposition leads to an increase in part complexity as well as quality and mechanical properties of manufacturable components. However, the variety of process parameters and influencing factors still requires skilled operators, who observe the machine tools. For an unobserved use of deposition welding machines, well parametrized and validated monitoring systems have to analyze the process to detect irregularities and finally initiate a machine stop. This study focuses on nozzle adhesions that frequently occur when tool or high-speed steels are processed. This effect leads to decreasing quality or ultimately to a failure of the whole welding process. In this work, the authors present an algorithm and the corresponding parametrization to automatically detect nozzle adhesions based on images from a coaxial camera, integrated in the laser head. The algorithm is based on a detailed image analysis from which temporal and spatial patterns are derived. In particular, the algorithm calculates a nozzle adhesion indicator based on the heat intensity distribution in an experimentally derived shaped area on the inner nozzle boundary. It is parametrized in such a way that process-critical adhesions are detected. The algorithm was parametrized using an experimental setup with four materials: stainless steel (X2CrNiMo17-12-2), tool steel (X35CrMoMn7-2-1), high-speed steel (HS6-5-2C), and the nickel-based alloy NiCr19NbMo. |
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| AbstractList | The rapidly growing technological innovation of directed energy deposition leads to an increase in part complexity as well as quality and mechanical properties of manufacturable components. However, the variety of process parameters and influencing factors still requires skilled operators, who observe the machine tools. For an unobserved use of deposition welding machines, well parametrized and validated monitoring systems have to analyze the process to detect irregularities and finally initiate a machine stop. This study focuses on nozzle adhesions that frequently occur when tool or high-speed steels are processed. This effect leads to decreasing quality or ultimately to a failure of the whole welding process. In this work, the authors present an algorithm and the corresponding parametrization to automatically detect nozzle adhesions based on images from a coaxial camera, integrated in the laser head. The algorithm is based on a detailed image analysis from which temporal and spatial patterns are derived. In particular, the algorithm calculates a nozzle adhesion indicator based on the heat intensity distribution in an experimentally derived shaped area on the inner nozzle boundary. It is parametrized in such a way that process-critical adhesions are detected. The algorithm was parametrized using an experimental setup with four materials: stainless steel (X2CrNiMo17-12-2), tool steel (X35CrMoMn7-2-1), high-speed steel (HS6-5-2C), and the nickel-based alloy NiCr19NbMo. |
| Author | Perfahl, Holger Bliedtner, Jens Reisacher, Martin Leyens, Christoph Brückner, Frank Kledwig, Christian |
| Author_xml | – sequence: 1 givenname: Christian surname: Kledwig fullname: Kledwig, Christian organization: Development Department, Sauer GmbH LASERTEC, DMG MORI AG – sequence: 2 givenname: Holger surname: Perfahl fullname: Perfahl, Holger organization: Development Department, Sauer GmbH LASERTEC, DMG MORI AG – sequence: 3 givenname: Martin surname: Reisacher fullname: Reisacher, Martin organization: Development Department, Sauer GmbH LASERTEC, DMG MORI AG – sequence: 4 givenname: Frank surname: Brückner fullname: Brückner, Frank organization: 5Institute of Materials Science, Technische Universität Dresden, Dresden 01062, Germany – sequence: 5 givenname: Jens surname: Bliedtner fullname: Bliedtner, Jens organization: SciTec Department, Ernst-Abbe-Hochschule Jena – sequence: 6 givenname: Christoph surname: Leyens fullname: Leyens, Christoph organization: 5Institute of Materials Science, Technische Universität Dresden, Dresden 01062, Germany |
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| Cites_doi | 10.1016/j.matdes.2016.01.099 10.3390/ma12020308 10.1016/j.phpro.2014.08.167 10.1016/j.addma.2018.04.002 10.1016/j.phpro.2016.08.057 10.1016/j.jmatprotec.2012.06.027 |
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| Issue | 2 |
| Keywords | image processing laser metal deposition laser cladding directed energy deposition nozzle adhesion melt pool process monitoring coaxial monitoring |
| Language | English |
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| References | Everton, Hirsch, Stravroulakis, Leach, Clare (c7) 2016 Bax, Rajput, Kellett, Reisacher (c4) 2018 Merklein, Junker, Schaub, Neubauer (c5) 2016 Hofman, Pathirajb, van Dijkb, de Langec, Meijerb (c8) 2012 Kledwig, Perfahl, Reisacher, Brückner, Bliedtner, Leyens (c10) 2019 Ocylok, Alexeev, Mann, Weisheit, Wissenbach, Kelbassa (c9) 2014 (2023062802152235200_c4) 2018; 21 BeAM Manufacturing Lounge (2023062802152235200_c3) (2023062802152235200_c5) 2016; 83 (2023062802152235200_c10) 2019; 12 Trumpf Laserauftragschweißen (2023062802152235200_c2) (2023062802152235200_c11) 2016 (2023062802152235200_c6) 2000 (2023062802152235200_c9) 2014; 56 (2023062802152235200_c1) 2005 (2023062802152235200_c8) 2012; 212 (2023062802152235200_c7) 2016; 95 |
| References_xml | – start-page: 2455 year: 2012 ident: c8 article-title: A camera based feedback control strategy for the laser cladding process publication-title: J. Mater. Process. Technol. – start-page: 431 year: 2016 ident: c7 article-title: Review of in-situ process monitoring an in-situ metrology for metal additive manufacturing publication-title: Mater. Des. – start-page: 487 year: 2018 ident: c4 article-title: Systematic evaluation of process parameter maps for laser cladding and directed energy deposition publication-title: Addit. Manuf. – start-page: 308 year: 2019 ident: c10 article-title: Analysis of melt pool characteristics and process parameters using a coaxial monitoring system during directed energy deposition in additive manufacturing publication-title: Materials – start-page: 549 year: 2016 ident: c5 article-title: Hybrid additive manufacturing technologies—An analysis regarding potentials and applications publication-title: Phys. Proc. – start-page: 228 year: 2014 ident: c9 article-title: Correlations of melt pool geometry and process parameters during laser metal deposition by coaxial process monitoring publication-title: Phys. Proc. – ident: 2023062802152235200_c3 – volume: 95 start-page: 431 year: 2016 ident: 2023062802152235200_c7 article-title: Review of in-situ process monitoring an in-situ metrology for metal additive manufacturing publication-title: Mater. Des. doi: 10.1016/j.matdes.2016.01.099 – year: 2016 ident: 2023062802152235200_c11 – volume: 12 start-page: 308 year: 2019 ident: 2023062802152235200_c10 article-title: Analysis of melt pool characteristics and process parameters using a coaxial monitoring system during directed energy deposition in additive manufacturing publication-title: Materials doi: 10.3390/ma12020308 – volume: 56 start-page: 228 year: 2014 ident: 2023062802152235200_c9 article-title: Correlations of melt pool geometry and process parameters during laser metal deposition by coaxial process monitoring publication-title: Phys. Proc. doi: 10.1016/j.phpro.2014.08.167 – start-page: 37 volume-title: Laser Cladding year: 2005 ident: 2023062802152235200_c1 – volume: 21 start-page: 487 year: 2018 ident: 2023062802152235200_c4 article-title: Systematic evaluation of process parameter maps for laser cladding and directed energy deposition publication-title: Addit. Manuf. doi: 10.1016/j.addma.2018.04.002 – ident: 2023062802152235200_c2 – year: 2000 ident: 2023062802152235200_c6 – volume: 83 start-page: 549 year: 2016 ident: 2023062802152235200_c5 article-title: Hybrid additive manufacturing technologies—An analysis regarding potentials and applications publication-title: Phys. Proc. doi: 10.1016/j.phpro.2016.08.057 – volume: 212 start-page: 2455 year: 2012 ident: 2023062802152235200_c8 article-title: A camera based feedback control strategy for the laser cladding process publication-title: J. Mater. Process. Technol. doi: 10.1016/j.jmatprotec.2012.06.027 |
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| SubjectTerms | coaxial monitoring directed energy deposition image processing laser cladding laser metal deposition Manufacturing Systems Engineering melt pool nozzle adhesion process monitoring Produktionsutveckling |
| Title | Image-based algorithm for nozzle adhesion detection in powder-fed directed-energy deposition |
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