کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
1563037 | 999603 | 2009 | 11 صفحه PDF | دانلود رایگان |
![عکس صفحه اول مقاله: The effect of multiple sources of uncertainty on the convex hull of material properties of polycrystals The effect of multiple sources of uncertainty on the convex hull of material properties of polycrystals](/preview/png/1563037.png)
Quantification and propagation of uncertainty in process conditions and initial microstructure on the final product properties in a deformation process are presented. The stochastic deformation problem is modeled using a sparse grid collocation approach that allows the utilization of a deterministic simulator to build interpolants of the main solution variables in the stochastic support space. The ability of the method in estimating the statistics of the macro-scale microstructure-sensitive properties and constructing the convex hull of these properties is shown through examples featuring randomness in initial texture and process parameters. A data-driven model reduction methodology together with a maximum entropy approach are used for representing randomness in initial texture in Rodrigues space. Comparisons are made with the results obtained from the Monte-Carlo method.
Journal: Computational Materials Science - Volume 47, Issue 2, December 2009, Pages 342–352