Deep convolutional neural networks for eigenvalue problems in mechanics

Deep learning for computational chemistry

(2017) Garrett B. Goh et al.   JOURNAL OF COMPUTATIONAL CHEMISTRY

Deep Convolutional Neural Networks for Image Classification: A Comprehensive Review

(2017) Waseem Rawat et al.   NEURAL COMPUTATION

Evanescent wave boundary layers in metamaterials and sidestepping them through a variational approach

(2017) Ankit Srivastava et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

3-D phononic crystals with ultra-wide band gaps

(2017) Yan Lu et al.   Scientific Reports

A Manifold Learning Approach to Data-Driven Computational Elasticity and Inelasticity

(2016) Rubén Ibañez et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Data-driven computational mechanics

(2016) T. Kirchdoerfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

(2016) Nima Tajbakhsh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A convolutional neural network neutrino event classifier

(2016) A. Aurisano et al.   Journal of Instrumentation

Metamaterial properties of periodic laminates

(2016) Ankit Srivastava   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Dynamic Mode Decomposition with Control

(2016) Joshua L. Proctor et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Variational methods for phononic calculations

(2016) Yan Lu et al.   WAVE MOTION

Stability of Constrained Capillary Surfaces

(2015) J.B. Bostwick et al.   Annual Review of Fluid Mechanics

Computational homogenization of nonlinear elastic materials using neural networks

(2015) B. A. Le et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Dynamics of Phononic Materials and Structures: Historical Origins, Recent Progress, and Future Outlook

(2014) Mahmoud I. Hussein et al.   Applied Mechanics Reviews

Mixed-variational formulation for phononic band-structure calculation of arbitrary unit cells

(2014) Ankit Srivastava et al.   MECHANICS OF MATERIALS

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

3D Convolutional Neural Networks for Human Action Recognition

(2012) Shuiwang Ji et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Neural network constitutive modelling for non-linear characterization of anisotropic materials

(2010) H. Man et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Artificial Neural Networks in numerical modelling of composites

(2009) M. Lefik et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Modeling of materials with fading memory using neural networks

(2008) Markus Oeser et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

A new neural network-based model for hysteretic behavior of materials

(2007) Gun Jin Yun et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING