Physics-Informed Neural Networks for Nonhomogeneous Material Identification in Elasticity Imaging. - Enrui Zhang; Minglang Yin; George Em Karniadakis (CoRR, 2020)

Simulating progressive intramural damage leading to aortic dissection using an operator-regression neural network. - Minglang Yin; Ehsan Ban; Bruno V. Rego; Enrui Zhang; Cristina Cavinato; Jay D. Humphrey; George Em Karniadakis (CoRR, 2021)

Interfacing Finite Elements with Deep Neural Operators for Fast Multiscale Modeling of Mechanics Problems. - Minglang Yin; Enrui Zhang; Yue Yu; George Em Karniadakis (CoRR, 2022)

A Hybrid Iterative Numerical Transferable Solver (HINTS) for PDEs Based on Deep Operator Network and Relaxation Methods. - Enrui Zhang; Adar Kahana; Eli Turkel; Rishikesh Ranade; Jay Pathak; George Em Karniadakis (CoRR, 2022)

On the Geometry Transferability of the Hybrid Iterative Numerical Solver for Differential Equations. - Adar Kahana; Enrui Zhang; Somdatta Goswami; George Em Karniadakis; Rishikesh Ranade; Jay Pathak (CoRR, 2022)

G2Φnet: Relating genotype and biomechanical phenotype of tissues with deep learning. - Enrui Zhang; Bart Spronck; Jay D. Humphrey; George Em Karniadakis (PLoS Comput. Biol., 2022)

Recent Advances and Applications of Machine Learning in Experimental Solid Mechanics: A Review. - Hanxun Jin; Enrui Zhang; Horacio D. Espinosa (CoRR, 2023)

A Generative Modeling Framework for Inferring Families of Biomechanical Constitutive Laws in Data-Sparse Regimes. - Minglang Yin; Zongren Zou; Enrui Zhang; Cristina Cavinato; Jay D. Humphrey; George Em Karniadakis (CoRR, 2023)

Mechanical Characterization and Inverse Design of Stochastic Architected Metamaterials Using Neural Operators. - Hanxun Jin; Enrui Zhang; Boyu Zhang; Sridhar Krishnaswamy; George Em Karniadakis; Horacio D. Espinosa (CoRR, 2023)

Modelling and Conversion of Heterogeneous Modbus Protocols Based on UML and MySQL. - Weiming Tong; Enrui Zhang; Jiaqi Shen; Wenqi Jiang; Zhongwei Li (CAIBDA, 2024)

Large scale scattering using fast solvers based on neural operators. - Zongren Zou; Adar Kahana; Enrui Zhang; Eli Turkel; Rishikesh Ranade; Jay Pathak; George Em Karniadakis (CoRR, 2024)

Blending neural operators and relaxation methods in PDE numerical solvers. - Enrui Zhang; Adar Kahana; Alena Kopanicáková; Eli Turkel; Rishikesh Ranade; Jay Pathak; George Em Karniadakis (Nat. Mac. Intell., 2024)

An evaluation method for model transfer learning performance in industrial surface defect detection tasks. - Guizhong Fu; Zengguang Zhang; Jinbin Li; Enrui Zhang; Zewei He; Fangyuan Sun; Qixin Zhu; Fuzhou Niu; Hao Chen; Yehu Shen (Expert Syst. Appl., 2025)