Vibrational detection of delamination in composites using a combined finite element analysis and machine learning approach

Generative Deep Neural Networks for Inverse Materials Design Using Backpropagation and Active Learning

(2020) Chun‐Teh Chen et al.   Advanced Science

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

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

(2020) Charles Yang et al.   MATERIALS & DESIGN

Machine learning for composite materials

(2019) Chun-Teh Chen et al.   MRS Communications

Microstructure optimization with constrained design objectives using machine learning-based feedback-aware data-generation

(2019) Arindam Paul et al.   COMPUTATIONAL MATERIALS SCIENCE

Using convolutional neural networks to predict composite properties beyond the elastic limit

(2019) Charles Yang et al.   MRS Communications

Deep neural network method for predicting the mechanical properties of composites

(2019) Sang Ye et al.   APPLIED PHYSICS LETTERS

Structural vibration-based classification and prediction of delamination in smart composite laminates using deep learning neural network

(2018) Asif Khan et al.   COMPOSITES PART B-ENGINEERING

Printing nature: Unraveling the role of nacre's mineral bridges

(2017) Grace X. Gu et al.   Journal of the Mechanical Behavior of Biomedical Materials

Phase recovery and holographic image reconstruction using deep learning in neural networks

(2017) Yair Rivenson et al.   Light-Science & Applications

Vibration-based delamination detection in composite beams through frequency changes

(2014) Zhifang Zhang et al.   JOURNAL OF VIBRATION AND CONTROL

High-strength cellular ceramic composites with 3D microarchitecture

(2014) J. Bauer et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Accelerating materials property predictions using machine learning

(2013) Ghanshyam Pilania et al.   Scientific Reports

Layered nanocomposites inspired by the structure and mechanical properties of nacre

(2011) Jianfeng Wang et al.   CHEMICAL SOCIETY REVIEWS

Crack Shape Reconstruction in Eddy Current Testing Using Machine Learning Systems for Regression

(2008) A. Bernieri et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT