A generalizable and interpretable deep learning model to improve the prediction accuracy of strain fields in grid composites

Adaptive affine homogenization method for Visco-hyperelastic composites with imperfect interface

(2022) Youngsoo Kim et al.   APPLIED MATHEMATICAL MODELLING

Neural network-assisted optimization of segmented thermoelectric power generators using active learning based on a genetic optimization algorithm

(2022) Wabi Demeke et al.   Energy Reports

Deep autoencoder based energy method for the bending, vibration, and buckling analysis of Kirchhoff plates with transfer learning

(2021) Xiaoying Zhuang et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

Efficient convolutional neural network with multi-kernel enhancement features for real-time facial expression recognition

(2021) Minze Li et al.   Journal of Real-Time Image Processing

Deep saliency models learn low-, mid-, and high-level features to predict scene attention

(2021) Taylor R. Hayes et al.   Scientific Reports

Deep learning framework for material design space exploration using active transfer learning and data augmentation

(2021) Yongtae Kim et al.   npj Computational Materials

Teaching solid mechanics to artificial intelligence—a fast solver for heterogeneous materials

(2021) Jaber Rezaei Mianroodi et al.   npj Computational Materials

An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications

(2020) E. Samaniego et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Prediction of composite microstructure stress-strain curves using convolutional neural networks

(2020) Charles Yang et al.   MATERIALS & DESIGN

Micromechanics-Based Homogenization of the Effective Physical Properties of Composites With an Anisotropic Matrix and Interfacial Imperfections

(2019) Seunghwa Ryu et al.   Frontiers in Materials

Application of Gaussian Process regression models for capturing the evolution of microstructure statistics in aging of Nickel-based superalloys

(2019) Yuksel C. Yabansu et al.   ACTA MATERIALIA

Interpretable deep learning for guided microstructure-property explorations in photovoltaics

(2019) Balaji Sesha Sarath Pokuri et al.   npj Computational Materials

Voxelated soft matter via multimaterial multinozzle 3D printing

(2019) Mark A. Skylar-Scott et al.   NATURE

Investigation of effective thermoelectric properties of composite with interfacial resistance using micromechanics-based homogenisation

(2019) Jiyoung Jung et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Combining numerical models and discretizing methods in the analysis of bamboo parenchyma using finite element analysis based on X-ray microtomography

(2019) Felipe Luis Palombini et al.   WOOD SCIENCE AND TECHNOLOGY

Effective design space exploration of gradient nanostructured materials using active learning based surrogate models

(2019) Xin Chen et al.   MATERIALS & DESIGN

An explainable deep machine vision framework for plant stress phenotyping

(2018) Sambuddha Ghosal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Establishing structure-property localization linkages for elastic deformation of three-dimensional high contrast composites using deep learning approaches

(2018) Zijiang Yang et al.   ACTA MATERIALIA

Materials knowledge system for nonlinear composites

(2018) Marat I. Latypov et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Topology Optimization for Architected Materials Design

(2016) Mikhail Osanov et al.   Annual Review of Materials Research

Combinatorial design of textured mechanical metamaterials

(2016) Corentin Coulais et al.   NATURE

Microfluidic Printheads for Multimaterial 3D Printing of Viscoelastic Inks

(2015) James O. Hardin et al.   ADVANCED MATERIALS

Soft network composite materials with deterministic and bio-inspired designs

(2015) Kyung-In Jang et al.   Nature Communications

Designing bioinspired composite reinforcement architectures via 3D magnetic printing

(2015) Joshua J. Martin et al.   Nature Communications

Bio-inspired impact-resistant composites

(2014) L.K. Grunenfelder et al.   Acta Biomaterialia

A Review: Natural Fiber Composites Selection in View of Mechanical, Light Weight, and Economic Properties

(2014) Furqan Ahmad et al.   MACROMOLECULAR MATERIALS AND ENGINEERING

Two-scale analysis of a filament-wound cylindrical structure and application of periodic boundary conditions

(2008) Yunfa Zhang et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

An efficient approach to converting three-dimensional image data into highly accurate computational models

(2008) P.G Young et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES