MMM Lab members recently presented work at the TMS Annual Meeting in San Diego, CA. The following presentations included MMM Lab members:
- Determination of Representative Volume Elements for Small Cracks in Heterogeneous Domains via Convolutional Neural Networks: Karen DeMille, Ashley Spear
- Predicting Crack Location Using a Radial Distribution Function as a Unique Descriptor of Pore Networks: John Erickson, Aowabin Rahman, Ashley Spear
- Characterization of Fatigue Short Crack Growth in Rare-earth Magnesium Alloy WE43 using High Energy X-ray Diffraction Microscopy: Duncan Greeley (Univ. of Michigan), Jacob Adams (Univ. of Michigan), Peter Kenesei (Argonne National Laboratory), Ashley Spear, John Allison (Univ. of Michigan)
- Designing High-strength Carbon-nanotube Polymer Composites using Machine Learning Algorithms Integrated with Molecular Dynamics Simulations: Aowabin Rahman, Prathamesh Deshpande (Michigan Tech), Matthew Radue (Michigan Tech), Michael Czabaj, S Gowtham (Michigan Tech), Susanta Ghosh (Michigan Tech), Gregory Odegard (Michigan Tech), Ashley Spear
- Predicting Microstructure-sensitive Fatigue-crack Path in 3D Using a Machine Learning Framework: Kyle Pierson, Aowabin Rahman, Ashley Spear
- 3D In-situ Characterization of the Deformation of Open-cell Aluminum Foam Using High Energy X-ray Diffraction Microscopy and Micro-Computed Tomography: Quinton Johnson, Kris Matheson, Jayden Plumb, Peter Kenesei (Argonne National Laboratory), Hemant Sharma (Argonne National Laboratory), Jun-Sang Park (Argonne National Laboratory), Ashley Spear
- New Workflow for High-throughput Feature Extraction of Deforming Open Cell Foams: Steve Petruzza, Attila Gyulassy, Samuel Leventhal, John Baglino, Michael Czabaj, Ashley Spear, Valerio Pascucci
- A Crystal-plasticity Modeling Framework to Study Effect of Grain Size on Mechanical Response of Open-cell Aluminum Foam: Dongfang Zhao, Kristoffer Matheson, Brian Phung, Michael Czabaj, Ashley Spear
- Effect of Laser-matter Interaction on Molten Pool Flow and Keyhole Dynamics: Nadia Kouraytem, Xuxiao Li, Ross Cunningham (Carnegie Mellon Univ.), Cang Zhao (Argonne National Laboratory), Niranjan Parab (Argonne National Laboratory), Tao Sun (Argonne National Laboratory), Anthony Rollett (Carnegie Mellon Univ.), Ashley Spear, Wenda Tan
- Effects of Laser-energy Density and Build Orientation on the Defect Structure, Microstructure and Tensile Properties of Laser Powder Bed Fused Inconel 718: Dillon Watring, Jake Benzing (NIST), Nik Hrabe (NIST), Ashley Spear