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Machine-Learning-Based Method Developed to Investigate How Materials Behave at Their Surfaces

Designing new compounds or alloys whose surfaces can be used as catalysts in chemical reactions can be a complex process relying heavily on the intuition of experienced chemists.

Laura thomsondecJames damewoodLin liReisel millanDepartment of defenseNational science foundationLincoln laboratoryLab topologyUs airInstitute of chemical technologyNature computational scienceBilge yildizAutomatic surface reconstructionReduce time to resultOptimize testing frequenciesHigh throughput environments

Engineers develop a way to determine how the surfaces of materials behave

Engineers develop a way to determine how the surfaces of materials behave
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Lin liReisel millanJames damewoodInstitute of chemical technologyLincoln laboratoryNature computational scienceBilge yildizAutomatic surface reconstructionFlagship pioneeringChemical technologyNature computational

MIT Engineers Uncover Material Surface Behavior Method

MIT Engineers Uncover Material Surface Behavior Method
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James damewoodReisel millanLin liUs national science foundationUs airUs department of defenseLincoln laboratoryInstitute of chemical technologyNature computational scienceBilge yildizAutomatic surface reconstructionJaclyn lunger phdFlagship pioneeringChemical technology

MIT Engineers Uncover Secrets of Material Surfaces

MIT Engineers Uncover Secrets of Material Surfaces
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Lin liJames damewoodReisel millanNational science foundationLincoln laboratoryInstitute of chemical technologyDepartment of defenseUs airNature computational scienceBilge yildizAutomatic surface reconstructionJaclyn lunger phdFlagship pioneeringChemical technologyNational science

MIT engineers develop a way to determine how the surfaces of materials behave

MIT researchers devised a machine-learning-based method to investigate how materials behave at their surfaces. The approach could help in developing compounds or alloys for use as catalysts, semiconductors, or battery components.

Lin liJames damewoodReisel millanUs department of defenseInstitute of chemical technologyUs national science foundationLincoln laboratoryUs airNature computational scienceBilge yildizAutomatic surface reconstructionJaclyn lunger phdFlagship pioneeringChemical technologyRafael gómez bombarelliIaochen du