Dataset: PRISMS-Plasticity TM: An open-source rapid texture evolution analysis pipeline

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Published: 2 years ago Views: 736 Downloads: 249 DOI: 10.13011/m3-b45e-j440 License: No license Size: 149.43 MB
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  • Mohammadreza yaghoobi
  • John E. Allison
  • Veera Sundararaghavan

The data base includes the input files for four different types of simulation. The first example is the evolution of texture during uniaxial compression of a polycrystalline OFHC copper sample with initial random texture. In the second example, the effect of the addition of rare earth elements to Mg is investigated by simulating the texture evolution in Mg-3Y alloy during rolling. The importance of twinning on the texture evolution of Mg alloys is highlighted in a third example, in which the evolution of texture in extruded Mg alloy ZK60A sample is captured during the uniaxial compression along the extrusion direction. Finally, the simulation inputs to generate results for "Application to machine learning frameworks" is presented. Also, the Jupyter Notebook to generate the results for Machine learning applications are also included.

This work was supported by the U.S. Department of Energy, Office of Basic Energy Sciences, Division of Materials Sciences and Engineering under Award#DE-SC0008637 as part of the Center for Predictive Integrated Structural Materials Science (PRISMS Center) at University of Michigan. We also acknowledge the financial cost-share support of University of Michigan College of Engineering. This work used the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number ACI-1548562, through the allocation TG-MSS160003.

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