1. MINED Approach Current Practice Applications Material specimen library
Experimental datasets of various materials systems
High-throughput microstructure characterization for PSP linkages
Various microstructure imaging techniques (Optical, SEM, TEM, CT, etc.)
Selected ongoing/past projects:
Ni superalloy (400+ images)
Steels (100+ images)
Fiber composites (CT images)
Additive manufacturing
etc.
Microstructure characterization
Microstructure characterization
Microstructure features scale
Mechanical test considerations
Ad hoc image acquisition
Little consideration for segmentation & microstr. quantification
Image parameters
Pre-processing
Inconsistent image acquisition results
Consistent image quality
Image processing
Batch image processing
Black box software image processing
Segmentation workflow
Discretized microstructure
Discretized microstructure
Possible high variance in segmentation results
Error propagation to downstream processes
Consistent high-quality results
High-throughput workflow for data-driven processes