34 citations · 52 across the 5 of their papers we have counts for
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stat.ML2019★ 9 cited
Bayesian Optimization for Materials Design with Mixed Quantitative and Qualitative Variables
Yichi Zhang, Daniel Apley, Wei Chen
Although Bayesian Optimization (BO) has been employed for accelerating materials design in computational materials engineering, existing works are restricted to problems with quant…
physics.app-ph2019★ 34 cited
Designing Anisotropic Microstructures with Spectral Density Function
Akshay Iyer, Rabindra Dulal, Yichi Zhang +4
Materials' microstructure strongly influences its performance and is thus a critical aspect in design of functional materials. Previous efforts on microstructure mediated design mo…
physics.comp-ph2019★ 4 cited
Data-Centric Mixed-Variable Bayesian Optimization For Materials Design
Akshay Iyer, Yichi Zhang, Aditya Prasad +5
Materials design can be cast as an optimization problem with the goal of achieving desired properties, by varying material composition, microstructure morphology, and processing co…