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 Towards a quantitative characterization of wear particles using image analysis and machine learning Alizée Bouchot 98282fdb164a7849f56f1af3b1e820c5 insa-lyon.fr 1098849 2208907-1098849 Amandine Ferrieux-Paquet a52cdac08c9c793d6418f94863d077a2 insa-lyon.fr aferrieux-paquet 754290 2443136-754290 https://orcid.org/0009-0004-0212-8566 Sylvie Descartes f0f6ca895f7d9937b80d47e59238ceca insa-lyon.fr sylvie-descartes 8641 8611-8641 https://orcid.org/0000-0003-0611-1820 https://www.idref.fr/09896657X Guilhem Mollon 57f33c977ef5b83bafe2af9e14eb4df1 gmail.com guilhem-mollon 19684 33946-19684 http://www.researcherid.com/rid/F-2581-2012 https://orcid.org/0000-0001-5486-8129 https://scholar.google.fr/citations?user=75IWy84AAAAJ&hl=fr&oi=ao http://www.researcherid.com/rid/http://www.researcherid.com/rid/F-2581-2012 Johan Debayle 4bab26e628238a5b67c69f0af0af8ca6 emse.fr johan-debayle 175986 28613-175986 https://orcid.org/0000-0002-9593-0467 https://scholar.google.com/citations?user=b9L6ZoEAAAAJ&hl=en https://www.idref.fr/095250441 Mathias Legrand ffcb48ad643d28bacba8c1287c93bce7 ec-nantes.fr 2024-12-13 17:03:04 2021 2026-01-19 16:46:21 2024-12-16 14:56:36 2021-05-12 2024-12-13 contributor Mathias Legrand ffcb48ad643d28bacba8c1287c93bce7 ec-nantes.fr CCSD emse-03595709 https://hal-emse.ccsd.cnrs.fr/emse-03595709 bouchot:emse-03595709 <i>QCAV 2021 - Fifteenth International Conference on Quality Control by Artificial Vision</i>, May 2021, Tokushima, Japan. pp.1179416, <a target="_blank" href="https://dx.doi.org/10.1117/12.2587647">&#x27E8;10.1117/12.2587647&#x27E9;</a> QCAV 2021 - Fifteenth International Conference on Quality Control by Artificial Vision, May 2021, Tokushima, Japan. pp.1179416, &#x27E8;10.1117/12.2587647&#x27E9; CC BY 4.0 - Attribution Ecole Nationale Supérieure des Mines de Saint-Etienne CNRS - Centre national de la recherche scientifique Institut National des Sciences Appliquées de Lyon Laboratoire de Mécanique des Contacts et des Structures Groupe INSA UDL composantes instituts telecom ANR AILys Institut Mines Telecom Vidéoconférence - Online virtual conference International No No Yes Yes Towards a quantitative characterization of wear particles using image analysis and machine learning Alizée Bouchot 98282fdb164a7849f56f1af3b1e820c5 insa-lyon.fr 1098849 2208907-1098849 Amandine Ferrieux-Paquet a52cdac08c9c793d6418f94863d077a2 insa-lyon.fr aferrieux-paquet 754290 2443136-754290 https://orcid.org/0009-0004-0212-8566 Sylvie Descartes f0f6ca895f7d9937b80d47e59238ceca insa-lyon.fr sylvie-descartes 8641 8611-8641 https://orcid.org/0000-0003-0611-1820 https://www.idref.fr/09896657X Guilhem Mollon 57f33c977ef5b83bafe2af9e14eb4df1 gmail.com guilhem-mollon 19684 33946-19684 http://www.researcherid.com/rid/F-2581-2012 https://orcid.org/0000-0001-5486-8129 https://scholar.google.fr/citations?user=75IWy84AAAAJ&hl=fr&oi=ao http://www.researcherid.com/rid/http://www.researcherid.com/rid/F-2581-2012 Johan Debayle 4bab26e628238a5b67c69f0af0af8ca6 emse.fr johan-debayle 175986 28613-175986 https://orcid.org/0000-0002-9593-0467 https://scholar.google.com/citations?user=b9L6ZoEAAAAJ&hl=en https://www.idref.fr/095250441 AB_ JD 2021 PROCEEDINGS OF SPIE - Fifteenth International Conference on Quality Control by Artificial Vision QCAV 2021 - Fifteenth International Conference on Quality Control by Artificial Vision 2021-05-12 2021-05-14 Tokushima Japan SPIE 11794 1179416 2021-07-16 10.1117/12.2587647 English dry friction Image processing Third body Tribology Engineering Sciences [physics]/Chemical and Process Engineering Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV] Computer Science [cs]/Signal and Image Processing Conference papers Conference papers Conference papers

The current work proposes to move towards a quantitative characterization through advanced image processing. Four steps are followed: pin-on-disk experiments (to generate third body), image acquisition of third body particles, image processing, and extraction of quantitative characteristics of third body particles.

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