Dynamic fracture of a bicontinuously nanostructured copolymer: A deep-learning analysis of big-data-generating experiment

Analyses of internal structures and defects in materials using physics-informed neural networks

(2022) Enrui Zhang et al.   Science Advances

Simulation trained CNN for accurate embedded crack length, location, and orientation prediction from ultrasound measurements

(2022) Sijun Niu et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

A deep learning approach to the inverse problem of modulus identification in elasticity

(2021) Bo Ni et al.   MRS BULLETIN

Identification of the interfacial cohesive law parameters of FRP strips externally bonded to concrete using machine learning techniques

(2021) Miao Su et al.   ENGINEERING FRACTURE MECHANICS

Deep learning model to predict complex stress and strain fields in hierarchical composites

(2021) Zhenze Yang et al.   Science Advances

End-to-end deep learning method to predict complete strain and stress tensors for complex hierarchical composite microstructures

(2021) Zhenze Yang et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Characterize traction–separation relation and interfacial imperfections by data-driven machine learning models

(2021) Sanjida Ferdousi et al.   Scientific Reports

Extraction of mechanical properties of materials through deep learning from instrumented indentation

(2020) Lu Lu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems

(2019) Xuhui Meng et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Inverse molecular design using machine learning: Generative models for matter engineering

(2018) Benjamin Sanchez-Lengeling et al.   SCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Experimental and Computational Study of the Shearing Resistance of Polyurea at High Pressures and High Strain Rates

(2014) Mica Grujicic et al.   JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE

Micromechanics of rough surface adhesion: a homogenized projection method

(2013) Qunyang Li et al.   ACTA MECHANICA SOLIDA SINICA

Material-Model-Based Determination of the Shock-Hugoniot Relations in Nanosegregated Polyurea

(2013) Mica Grujicic et al.   JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE

Dynamic tensile strength of polyurea-bonded steel/E-glass composite joints

(2012) Amit Jain et al.   JOURNAL OF ADHESION SCIENCE AND TECHNOLOGY

Dynamic tensile strength of polyurea

(2011) George Youssef et al.   JOURNAL OF MATERIALS RESEARCH

Cohesive-zone laws for void growth — I. Experimental field projection of crack-tip crazing in glassy polymers

(2009) Soonsung Hong et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS