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Meeting MS&T21: Materials Science & Technology
Symposium ACerS Robert B. Sosman Award Symposium: Bridging the Gap between Atomistic and Continuum Approaches to Interface Science
Presentation Title Combining Atomistic to Thermodynamic Modeling with Machine Learning and Advanced Microscopy to Understand General Grain Boundaries and Interfaces
Author(s) Jian Luo
On-Site Speaker (Planned) Jian Luo
Abstract Scope This talk first reviews a series of our studies to compute grain boundary (GB) counterparts to bulk phase diagrams. Here, a grand challenge is to construct complexion diagrams for general GBs as function of five macroscopic (crystallographic) degrees of freedom (DOFs). A most recent collaborative study uses genetic algorithm-guided deep learning to predict GB properties in a 7-D space (5 macroscopic DOFs plus temperature and composition) [Materials Today 2020]. Furthermore, several examples of complexions formed at general GBs are discussed. Complex interfacial superstructures with gradients in the chemical, structural, and bonding characters were characterized and modeled at both general GBs [Materials Horizons 2020] and phase boundaries [Science Advances 2021]. An electrochemically induced GB transition was discovered and modeled, which can induce abnormal grain growth [arXiv: 2012.15862]. Here, thermodynamic models, DFT calculations, hybrid Monte Carlo and molecular dynamics simulations, machine learning, and advanced microscopy are combined to understand these interfaces.

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

Atomic Structure of Two Phases of a Cu Tilt Grain Boundary Resolved by Scanning Transmission Electron Microscopy
Charged Interfaces: Equilibrium, Phase Transitions, and Microstructural Evolution
Combining Atomistic and Continuum Approaches Towards Understanding Interfaces
Combining Atomistic to Thermodynamic Modeling with Machine Learning and Advanced Microscopy to Understand General Grain Boundaries and Interfaces
Disconnections, Faceting, Solutes and Their Impact on Grain Boundary Migration in Ceramics
FCC Films on c-sapphire: Why Do Single Elements and High Entropy Alloys Adopt the Same Orientation Relationships?
Formation/Migration of Faceted Boundaries and Grain Growth Behavior in Ni
Grain Boundaries in the Wild
Mechanistic Insights into the Effect of Heating Rate on Sintering and Sintering Stress Evolution
Microstructure Evolution in Thin Film Yttria-doped Barium Zirconate
Stress-Induced Interface Instability in Battery Electrode Materials
Stressing Surfaces and Interfaces to Change Microstructure
Surface Segregation in Multicomponent High Entropy Alloys: A Comparison between Atomistic Simulations and a Simple Analytical Model
Tracing Impurities at Surfaces and Interfaces of Renewable Energy Materials

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