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cond-mat.mtrl-sci2021
Designing Composites with Target Effective Young's Modulus using Reinforcement Learning
Aldair E. Gongora, Siddharth Mysore, Beichen Li +5
Advancements in additive manufacturing have enabled design and fabrication of materials and structures not previously realizable. In particular, the design space of composite mater…
cond-mat.mtrl-sci2021★ 11 cited
Benchmarking the Performance of Bayesian Optimization across Multiple Experimental Materials Science Domains
Qiaohao Liang, Aldair E. Gongora, Zekun Ren +12
In the field of machine learning (ML) for materials optimization, active learning algorithms, such as Bayesian Optimization (BO), have been leveraged for guiding autonomous and hig…