Systems and methods for hierarchical multi-objective optimization

H Chan, MJ Cherukara, B Narayanan… - US Patent …, 2023 - Google Patents
(57) ABSTRACT A method for optimizing objective functions can include selecting an
objective function based at least on a hierarchy, applying parameters to the objective …

Deep evolved strategies with reinforcement

AK Baughman, GF Cannon, GW Reiss… - US Patent …, 2023 - Google Patents
According to a first aspect of the present invention, there is provided a computer
implemented method, a computer system and a computer program product, including …

Systems and methods for active learning from sparse training data

S Sankaranarayanan, TD Loeffler, H Chan - US Patent 11,710,038, 2023 - Google Patents
A method for active learning using sparse training data can include training a machine
learning model using less than ten first training data points to generate a candidate machine …

Systems and methods for generating phase diagrams for metastable material states

S Sankaranarayanan, TD Loeffler, H Chan… - US Patent …, 2023 - Google Patents
A system can include one or more processors configured to access at least one parameter of
a material, generate a plurality of structures of the material using the at least one parameter …