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On the life estimation of wires using non-local machine learning methodology

This work aims to evaluate the generalization capability of a fretting fatigue life prediction methodology based on a hybrid data-driven non-local multiaxial approach. More specifically, this model is tested using data from overhead conductor wires subjected to fretting fatigue. These wires were obtained from ACSR Tern (1120 Al alloy) and AAAC 900 (6201 Al alloy) conductors and subjected to a normal constant load and constant amplitude bulk fatigue load and also to a variable amplitude bulk fatigue load. The finite element method is used to compute the time varying stress field under the contact. The fatigue modelling challenge proposed in this work is not only related to the new material and complex loading conditions, never seen by the model, but also to the geometric effects, which…

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Artikelnummer: ICMFF14-2025-51

Titel: On the life estimation of wires using non-local machine learning methodology
Autor(en): G. A. Brito Oliveira, I. M. Matos, R. A. Cardoso, J. A. Araújo
DOI: 10.48447/ICMFF14-2025-51
Veranstaltung: 14. International Conference on Multiaxial Fatigue and Fracture 2025
Jahr der Veröffentlichung: 2025
Publikationsart: Tagungsmanuskript (PDF)
Sprache: Englisch
Stichwörter: Fretting fatigue,Data-driven models,Overhead conductors,Life prediction

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Englisch

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1

Englisch

25,00 €

Nur online erhältlich Neu

Autor(en): H. Wu, M. A. Meggiolaro, A. C. Miranda, J. T.P. Castro

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1

Englisch

25,00 €

Nur online erhältlich Neu

Autor(en): S. Ghadar, A. Fatemi, N. Phan

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1

Englisch

25,00 €

Nur online erhältlich Neu

Autor(en): S. Vantadori, A. Carpinteri, C. Ronchei, D. Scorza, A. Zanichelli

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1

Englisch

25,00 €

Nur online erhältlich Neu

Autor(en): W. C. Hübsch, C. Gaier

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1

Englisch

25,00 €

Nur online erhältlich Neu

Autor(en): M. Sakane

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Crack Initiation Life Estimate for Notched Specimens of SUS304 and Mod.9Cr-1Mo Steels under Nonproportional Cyclic Loading

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1

Englisch

25,00 €

Nur online erhältlich Neu

Autor(en): A. Gibb, A. Tsakmakis, M. Vormwald

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1

Englisch

25,00 €

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Autor(en): J. Albinmousa, A. Alhammali, M. Ismail

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1

Englisch

25,00 €

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Autor(en): C. Fällgren, M. Vormwald

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1

Englisch

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Autor(en): M. Beiler, N. M. Bauer, J. Baumgartner, M. Braun

Comparative Evaluation of Machine Learning Models and Super Ellipse Criterion for Fatigue Life Prediction of Welded Joints under Multiaxial Loading

Publikationsart: Tagungsmanuskript (PDF)

Englisch

25,00 €

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Autor(en): L. C. Araujo, J. A. Araújo

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1

Englisch

25,00 €

Nur online erhältlich Neu