Deep learning method for determining the surface elastic moduli of microstructured solids

Deep learning-assisted elastic isotropy identification for architected materials

(2021) Anran Wei et al.   Extreme Mechanics Letters

Ultrafast machine vision with 2D material neural network image sensors

(2020) Lukas Mennel et al.   NATURE

Closed-loop optimization of fast-charging protocols for batteries with machine learning

(2020) Peter M. Attia et al.   NATURE

Efficient Global Structure Optimization with a Machine-Learned Surrogate Model

(2020) Malthe K. Bisbo et al.   PHYSICAL REVIEW LETTERS

Crystal symmetry determination in electron diffraction using machine learning

(2020) Kevin Kaufmann et al.   SCIENCE

Surface effects on cylindrical indentation of a soft layer on a rigid substrate

(2020) Min Li et al.   ACTA MECHANICA SINICA

Machine learning for cluster analysis of localization microscopy data

(2020) David J. Williamson et al.   Nature Communications

Infrared spectroscopy data- and physics-driven machine learning for characterizing surface microstructure of complex materials

(2020) Joshua L. Lansford et al.   Nature Communications

Human activity recognition using magnetic induction-based motion signals and deep recurrent neural networks

(2020) Negar Golestani et al.   Nature Communications

Predicting the effective mechanical property of heterogeneous materials by image based modeling and deep learning

(2019) Xiang Li et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Machine learning coarse grained models for water

(2019) Henry Chan et al.   Nature Communications

Data-driven prediction of battery cycle life before capacity degradation

(2019) Kristen A. Severson et al.   Nature Energy

Energy-Ratio-Based Measure of Elastic Anisotropy

(2019) Yaopeng Fang et al.   PHYSICAL REVIEW LETTERS

Fast and robust active neuron segmentation in two-photon calcium imaging using spatiotemporal deep learning

(2019) Somayyeh Soltanian-Zadeh et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep neural network method for predicting the mechanical properties of composites

(2019) Sang Ye et al.   APPLIED PHYSICS LETTERS

Development of an ABAQUS plugin tool for periodic RVE homogenisation

(2018) Sadik L. Omairey et al.   ENGINEERING WITH COMPUTERS

Insightful classification of crystal structures using deep learning

(2018) Angelo Ziletti et al.   Nature Communications

U-Net: deep learning for cell counting, detection, and morphometry

(2018) Thorsten Falk et al.   NATURE METHODS

Machine learning plastic deformation of crystals

(2018) Henri Salmenjoki et al.   Nature Communications

Gurtin-Murdoch surface elasticity theory revisit: An orbital-free density functional theory perspective

(2017) Yichao Zhu et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Introducing a new optimization tool for femtosecond laser-induced surface texturing on titanium, stainless steel, aluminum and copper

(2015) K.M. Tanvir Ahmmed et al.   OPTICS AND LASERS IN ENGINEERING

Functional map of biological and biomimetic materials with hierarchical surface structures

(2015) Hao-Yuan Guo et al.   RSC Advances

Improvement in cavitation erosion resistance of AISI 316L stainless steel by friction stir processing

(2014) M. Hajian et al.   APPLIED SURFACE SCIENCE

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Engineering the surface structure of MoS2 to preferentially expose active edge sites for electrocatalysis

(2012) Jakob Kibsgaard et al.   NATURE MATERIALS

Surface stress effects on the free vibration behavior of nanoplates

(2011) R. Ansari et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Investigations on high visible to near infrared transparent and high mobility Mo doped In2O3 thin films prepared by spray pyrolysis technique

(2009) S. Parthiban et al.   SOLAR ENERGY MATERIALS AND SOLAR CELLS

Micromechanics of friction: effects of nanometre-scale roughness

(2008) Q. Li et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Diversity of structure, morphology and wetting of plant surfaces

(2008) Kerstin Koch et al.   Soft Matter

Adhesion and Friction Force Coupling of Gecko Setal Arrays:  Implications for Structured Adhesive Surfaces†

(2007) Boxin Zhao et al.   LANGMUIR