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Meeting 2021 TMS Annual Meeting & Exhibition
Symposium High Entropy Alloys IX: Structures and Modeling
Presentation Title Accelerated Exploration of Refractory Multi-principal Element Alloys by Machine Learning
Author(s) Carolina Frey, Christopher Borg, James Saal, Bryce Meredig, Daniel Miracle, Tresa Pollock
On-Site Speaker (Planned) Carolina Frey
Abstract Scope Refractory-based multi-principal element alloys (RMPEAs) are of interest for high temperature structural applications due to their high melting points but remain relatively underexplored compared to other MPEA categories due to processing challenges. Search strategies and experimental methods that reduce the number of needed experiments are necessary to more efficiently discover interesting materials. This presentation will discuss the use of random forest machine learning in concert with rapid processing and characterization techniques to guide sequential alloy design. An updated and publicly available database, which doubles the number of recorded compositions and mechanical properties of previously published MPEA databases, was developed for use as training data. A rapid solidification technique, splat quenching, was used to reduce segregation and the grain size of synthesized materials to evaluate a greater range of properties and allow for more rapid experimental exploration of interesting RMPEA compositions. New alloys with high strength will be discussed.
Proceedings Inclusion? Planned: TMS Journal: Metallurgical and Materials Transactions
Keywords High-Entropy Alloys, High-Temperature Materials, Machine Learning

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

Ab Initio Modeling on the Elastic Properties of Al-Co-Cr-Fe-Ni High Entropy Alloys: A Case Study with FCC Phase
Accelerated Exploration of Refractory Multi-principal Element Alloys by Machine Learning
An Averaged Cluster Approach to Include Chemical Short Range Order in First Principles Calculations with Application to High Entropy Alloys
Analysis of Multi-hit Events in Atom Probe Tomography of Refractory High Entropy Alloys
Atomistic Modeling of Screw Dislocations in Body-centered Cubic High-entropy Alloys
Can We Control Lattice Distortions in Entropy-stabilized Oxides?
Characteristics of Dislocation Slip in Refractory Multi-principal Element Alloys
Core Effect of Local Atomic Configuration and Design Principles in AlxCoCrFeNi High-entropy Alloys
Deformation Behavior of a Model High Entropy Alloy from Atomistic Simulations
Development of Interatomic Potentials to Model the Deformation Behaviors in Highly Concentrated/Entropy-stabilized Ni-base Superalloys
EAM and RF-MEAM Potentials for Thermal Properties of Zirconium Diboride
Efficient First-principles Methods of Calculating Stacking Fault Energies in High Entropy Alloys: Comparison of FCC and BCC Lattices
Electronic Effects on the Mechanical Properties of HEA
Ex-situ and In-situ Characterization of Early Stage Oxidation Mechanism of High Entropy Alloys
Examination of the Bulk Metal-oxide Layer Interface of a Cr-Nb-Ta-V-W High Entropy Alloy at 700 and 800oC
Extrapolation of Machine Learning Models for Designing Multi-principal Element Alloys
Faulting-mediated Plasticity in a CoCrNiW Complex Concentrated Alloy
Grain-scale Plastic Response of Equiatomic CoCrFeMnNi High-entropy Alloy Using High Energy Diffraction Microscopy
Heavy Ion Irradiation Response of AlxFeCrNiMn High Entropy Alloys
Influence of Ductile Multicomponent Intermetallic Phase on Mechanical Behavior in High-entropy Alloys
Machine Learning Enabled Prediction of Stacking Fault Energies in Concentrated Alloys
Mechanisms of Short-range Ordering and Cluster Formation and their Effects on Mechanical Properties of High-entropy Alloys
Microstructure and Mechanical Properties of a Dual Phase Transformation Induced Plasticity Fe-Mn-Co-Cr High Entropy Alloy
Mobility of Dislocations in FeNiCrCoCu High Entropy Alloys via Molecular Dynamics Simulations
Monte Carlo Study of the Entropy Hypothesis Associated with High-entropy Alloys
Nitrogen-induced Solid Solution Hardening of an Austenitic (CrFeMnNi) HEA
On Sluggish Diffusion in Random, Equimolar FCC Alloys
Optimalizing Properties of High Entropy Alloy by Machine Learning and Multiscale Simulations
Phase-Field Dislocation Dynamics Modeling of Refractory Multi-Principal Element Alloys
Phase Stability of High Entropy Alloys: Effects of Pressure and Temperature
Phase Stability of NbVZrMx (M = Ti, Mo; x = 0 – 1) Refractory Complex Concentrated Alloys
Predicting High Entropy Alloy Behavior: What We Can Learn from Non-empirical Approaches
Rational Use of Entropy Unavoidability in High-entropy Ceramics
Revisit the VEC Rule in High Entropy Alloys (HEAs) with High-throughput CALPHAD Approach and Its Applications for Material Design: A Case Study with Al-Co-Cr-Fe-Ni System
Role of Local Chemical Order in Orientation Relationship Determination in an Al0.3CoCrFeNi High Entropy Alloys
Screening of Generalized Stacking Fault Energies, Surface Energies and Intrinsic Ductile Potency of Refractory Multicomponent Alloys
Statistics of the NiCoCr Medium-entropy Alloy: Novel Aspect of an Old Puzzle
Structural Essentiality for Plasticity of High-entropy Alloys Profiled by Data Mining
The Application of High-throughput Calculations in High Entropy Alloys
Understanding Radiation Resistance in High Entropy Alloys Through Atom Probe Tomography
Unique Deformation Behavior in the NbTaTiV Refractory High-entropy Alloy
Unprecedented Supercritical Elasticity in NiCoFeGa Multi-principal-element Alloys
Using Large Scale Ab Initio Computing to Predict and Understand High Entropy Alloys Formation

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