New probabilistic S-N curves modeling method with small-sample test data of composite materials
Considering the large dispersion when processing small-sample fatigue test data of composite materials, a new method for modeling probabilistic S-N curves is proposed in terms of the equivalent fatigue lives. An equivalent fatigue life conversion model is first established based on two fundamental a...
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Veröffentlicht in: | Proceedings of the Institution of Mechanical Engineers. Part C, Journal of mechanical engineering science Journal of mechanical engineering science, 2021-11, Vol.235 (21), p.5665-5674 |
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Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | Considering the large dispersion when processing small-sample fatigue test data of composite materials, a new method for modeling probabilistic S-N curves is proposed in terms of the equivalent fatigue lives. An equivalent fatigue life conversion model is first established based on two fundamental assumptions to improve the small-sample information utilized. Subsequently, a backward statistical inference technique improved by particle swarm optimization is used to determine probabilistic S-N curves through the equivalent fatigue lives. Finally, the proposed method is verified in terms of precision and stability by the fatigue test data of carbon eight-harness-satin/epoxy laminate. The results indicate that the proposed method can offer an accurate description of the probabilistic behavior of composite materials with small-sample test data. |
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ISSN: | 0954-4062 2041-2983 |
DOI: | 10.1177/0954406221990073 |