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Meeting 2023 TMS Annual Meeting & Exhibition
Symposium Alloy Development for Energy Technologies: ICME Gap Analysis
Presentation Title Towards FAIR Simulation Workflows: nanoHUB’s Sim2Ls and ResultsDB
Author(s) Juan Carlos Verduzco, Daniel Mejia, Steven Clark, David Farache, Alejandro Strachan
On-Site Speaker (Planned) Juan Carlos Verduzco
Abstract Scope Development of shared materials data infrastructure is key to achieve efficient materials discovery and exploration. While there have been significant advances towards FAIR data, computational science and engineering workflows are often poorly documented and often unavailable. Additionally, barriers of computational expertise, access to specialized software, and usability further hinder reproducibility and stifle progress. In this work, we explore nanoHUB’s Sim2Ls (simtools), a novel library that allows researchers to create and share end-to-end computational workflows with well-defined and verified inputs and outputs. We also introduce a queryable results database that allows for efficient caching, storage, exploration, and visualization of simulation results. Finally, we demonstrated the use of these resources in an active learning workflow paired with molecular dynamics for the exploration of high-temperature multi-principal component alloys.
Proceedings Inclusion? Planned:
Keywords Computational Materials Science & Engineering, ICME,

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

Data Quality Evaluation and Influence on the Predictability of Data-Driven Alloy Design
Design of Creep-resistant Additively Manufactured Stainless Steels for Nuclear Reactors
Electronic NIST/TRC Resource for Thermophysical Property Data of Metal Systems
ExtremeMat: towards Microstructure and Composition Sensitive Models for the Creep Deformation of Engineering Steels
Filling Data Gaps with ICME Tools and Identifying Data Gaps in ICME Tools: A Case Study in Precipitation Kinetics
M-15: Molecular Dynamics Study of Gradient Energy Coefficient and Grain-boundary Migration in Aluminum Foam
Materials-by-Design Utilizing ICME Tools and Crucial Next-generation Needs
Phase-field Modeling of Aluminum Foam Based on Molecular Dynamics Simulations
Phase Field Dislocation Dynamics Modeling of Shearing Modes in Ni2(Cr,Mo,W)-containing HAYNES® 244® Superalloy
Theory-guided Design of High-strength, Ductile Multi-principal-element Alloys with Validation for High-temperature Energy Technologies
Towards FAIR Simulation Workflows: nanoHUB’s Sim2Ls and ResultsDB
Unsupervised Techniques for Outlier Identification in Alloy Datasets
Voxelized Representations of Atomic Systems for Machine Learning Applications
VPSC's New Clothes: Developing a Modern MATLAB API for Automating High-throughput VPSC Experiments

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