4.6 Article

Data-Driven Mechanistic Modeling of Influence of Microstructure on High-Cycle Fatigue Life of Nickel Titanium

期刊

JOM
卷 70, 期 7, 页码 1154-1158

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SPRINGER
DOI: 10.1007/s11837-018-2868-2

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资金

  1. Center for Hierarchical Materials Design (CHiMaD) [70NANB13Hl94, 70NANB14H012]
  2. AFOSR
  3. National Science Foundation (NSF) through the NSF Graduate Research Fellowship Program (GRFP) [DGE-1324585]

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A data-driven mechanistic modeling technique is applied to a system representative of a broken-up inclusion (stringer) within drawn nickel-titanium wire or tube, e.g., as used for arterial stents. The approach uses a decomposition of the problem into a training stage and a prediction stage. It is applied to compute the fatigue crack incubation life of a microstructure of interest under high-cycle fatigue. A parametric study of a matrix-inclusion-void microstructure is conducted. The results indicate that, within the range studied, a larger void between halves of the inclusion increases fatigue life, while larger inclusion diameter reduces fatigue life.

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