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Meeting MS&T26: Materials Science & Technology
Symposium Additively Manufactured Materials for Nuclear Energy
Presentation Title Combinatorial Synthesis and Machine Learning Assisted Refractory Alloy Design
Author(s) Colleen Hilla, Benjamin Ruiz-Yi
On-Site Speaker (Planned) Colleen Hilla
Abstract Scope Developing novel alloys is essential for fusion reactor viability due to extreme operating conditions, including temperatures over 1000°C and severe neutron irradiation. Existing materials often degrade under these conditions, exhibiting reduced mechanical properties, radiation-induced swelling, and microstructural instability. Refractory alloys, with high melting points and exceptional radiation tolerance, hold promise for ensuring structural stability and extending reactor component lifetimes. This work integrates alloy discovery methods with additive manufacturing to create materials designed for extreme environments. High-throughput phase stability and microstructural investigations were performed using co-deposition sputtering to map ternary alloy systems involving W, Mo, Ta, Nb, Re, and Ti. Bulk properties, such as ductility and corrosion resistance, were examined using directed energy deposition (DED) techniques. The resulting dataset has been incorporated into a machine learning framework, facilitating alloy design tailored to the demands of nuclear energy applications.

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

Additive Manufacturing of Novel Cobalt-Free Nanoprecipitate-Strengthened High-Entropy Alloys for Nuclear Applications
Combinatorial Synthesis and Machine Learning Assisted Refractory Alloy Design
Comparing Microstructure and Mechanical Behavior of Compacted versus Binder Jet Printed and Sintered Zircaloy-4 Powder
Design and Fabrication of Open-Porous Structures to Advance Nuclear Energy
Feasibility Study on the Production of Fuel Pin Spacer Rings in 316L via Laser Powder Bed Fusion
High-Throughput Screening of Additively Manufactured Multi-Principal Element Alloys for Nuclear Applications
Ion Irradiation Response of Additively Manufactured GRX-810 Medium-Entropy Oxide Dispersion Strengthened Alloy
Irradiation Response of Wire Arc Additively Manufactured 316L Stainless Steel: Process, Microstructure, and Defect Evolution
Laser Powder Bed Fusion of Alumina-Forming Austenitic Steel for Lead-Cooled Fast Reactor Applications: Processing and Corrosion Behaviour
Mechanisms of Microstructural Homogenization, Mechanical Property Evolution, and Proton Irradiation Response in HIP-Treated PBF-LB 316L Stainless Steel for LWR Applications
Mesoscale Modeling of Radiation Damage Evolution in Additively Manufactured Austenitic Stainless Steel
Molecular Dynamics Investigation of Helium-Induced Damage in Alloy 800H
Powder Bed Fusion of Polymer-Ceramic Composites for Neutron Radiation Shielding
Stability of Additively Manufactured GRCop-42 for Nuclear Thermal Propulsion
Stereolithography Additive Manufacturing of Lithium-Containing Ceramics for Fusion Energy: Resin Development, Fabrication, and Sintering
The Integration of Ion-Neutron-Modeling Approaches to Accelerate Adoption of Additively Manufactured Steels for Nuclear Energy
Transforming Fabrication: Enabling Nuclear Innovation Through Additive Technologies
Westinghouse Advancements in Additive Manufacturing of Commercial Nuclear Product

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