Characterization and Inverse Design of Stochastic Mechanical Metamaterials Using Neural Operators (Adv. Mater. 29/2025)

Hanxun Jin; Boyu Zhang; Qianying Cao; Enrui Zhang; Aniruddha Bora; Sridhar Krishnaswamy; George Em Karniadakis; Horacio D. Espinosa

doi:10.1002/adma.202570198

Characterization and Inverse Design of Stochastic Mechanical Metamaterials Using Neural Operators (Adv. Mater. 29/2025)

H Hanxun Jin (Department of Mechanical Engineering Northwestern University Evanston IL 60208 USA) B Boyu Zhang (Laboratory of Mathematics and Complex Systems, Ministry of Education, School of Mathematical Sciences) Q Qianying Cao E Enrui Zhang A Aniruddha Bora S Sridhar Krishnaswamy (Department of Mechanical Engineering Northwestern University Evanston IL 60208 USA) G George Em Karniadakis (Division of Applied Mathematics) H Horacio D. Espinosa (Department of Mechanical Engineering, Northwestern University 1 , 633 Clark St., Evanston, Illinois 60208,)

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Article Details

Journal Advanced Materials

Volume / Issue Vol. 37, Issue 29

Published July 01, 2025

DOI 10.1002/adma.202570198

ISSN 0935-9648

Publisher Unknown Publisher

Journal Info

Advanced Materials

Unknown Publisher

ISSN: 0935-9648 Physical Sciences

Authors (8)

H

Hanxun Jin

Department of Mechanical Engineering Northwestern University Evanston IL 60208 USA

B

Boyu Zhang

Laboratory of Mathematics and Complex Systems, Ministry of Education, School of Mathematical Sciences

Q

Qianying Cao

E

Enrui Zhang

A

Aniruddha Bora

S

Sridhar Krishnaswamy

Department of Mechanical Engineering Northwestern University Evanston IL 60208 USA

G

George Em Karniadakis

Division of Applied Mathematics

H

Horacio D. Espinosa

Department of Mechanical Engineering, Northwestern University 1 , 633 Clark St., Evanston, Illinois 60208,

Characterization and Inverse Design of Stochastic Mechanical Metamaterials Using Neural Operators (Adv. Mater. 29/2025)

Article Details

Journal Info

Authors (8)

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