Microstructural image based convolutional neural networks for efficient prediction of full-field stress maps in short fiber polymer composites

Advances in Computational Intelligence of Polymer Composite Materials: Machine Learning Assisted Modeling, Analysis and Design

(2022) A. Sharma et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Application of Artificial Intelligence for Predicting Erosion of Biochar Amended Soils

(2022) Ankit Garg et al.   Sustainability

Stress field prediction in fiber-reinforced composite materials using a deep learning approach

(2022) Anindya Bhaduri et al.   COMPOSITES PART B-ENGINEERING

Modification of Fibres and Matrices in Natural Fibre Reinforced Polymer Composites: A Comprehensive Review

(2022) ArunRamnath R et al.   MACROMOLECULAR RAPID COMMUNICATIONS

Predicting elemental stiffness matrix of FG nanoplates using Gaussian Process Regression based surrogate model in framework of layerwise model

(2022) Aman Garg et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Experimental data-driven uncertainty quantification for the dynamic fracture toughness of particulate polymer composites

(2022) A. Sharma et al.   ENGINEERING FRACTURE MECHANICS

Polymer composite materials : A comprehensive review

(2021) Rachid Hsissou et al.   COMPOSITE STRUCTURES

StressGAN: A Generative Deep Learning Model for 2D Stress Distribution Prediction

(2021) Haoliang Jiang et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

A new study on flax‐basalt‐carbon fiber reinforced epoxy/ bioepoxy hybrid composites

(2021) Yashas Gowda T. G. et al.   POLYMER COMPOSITES

ML-CGAN: Conditional Generative Adversarial Network with a Meta-learner Structure for High-Quality Image Generation with Few Training Data

(2021) Ying Ma et al.   Cognitive Computation

Generative Adversarial Networks (GANs) in networking: A comprehensive survey & evaluation

(2021) Hojjat Navidan et al.   Computer Networks

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

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

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

Exploring efficiency of biochar in enhancing water retention in soils with varying grain size distributions using ANN technique

(2021) Ankit Garg et al.   Acta Geotechnica

Effect of aspect ratio on dynamic fracture toughness of particulate polymer composite using artificial neural network

(2020) Aanchna Sharma et al.   ENGINEERING FRACTURE MECHANICS

Artificial neural network technique to predict dynamic fracture of particulate composite

(2020) Vinod Kushvaha et al.   JOURNAL OF COMPOSITE MATERIALS

A comprehensive review on mechanical, electromagnetic radiation shielding, and thermal conductivity of fibers/inorganic fillers reinforced hybrid polymer composites

(2020) Mohit Hemath et al.   POLYMER COMPOSITES

Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion

(2020) Jiayi Ma et al.   Information Fusion

Machine learning techniques for structural health monitoring of heritage buildings: A state-of-the-art review and case studies

(2020) Mayank Mishra   JOURNAL OF CULTURAL HERITAGE

Conditional generative adversarial network model for simulating intensity measures of aftershocks

(2020) Yinjun Ding et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion

(2020) Hao Zhang et al.   Information Fusion

Mechanism of biochar soil pore–gas–water interaction: gas properties of biochar-amended sandy soil at different degrees of compaction using KNN modeling

(2019) Ankit Garg et al.   Acta Geophysica

Dynamic fracture toughness index: a new integrated methodology for mode-I fracture behaviour of polymer composite under impact loading

(2019) Vinod Kushvaha et al.   Materials Research Express

Original ArticleComputer simulation in 3D of a phase transformation nucleated by simple sequential inhibition process

(2019) Harison da Silva Ventura et al.   Journal of Materials Research and Technology-JMR&T

Spatially varying fuzzy multi-scale uncertainty propagation in unidirectional fibre reinforced composites

(2018) Susmita Naskar et al.   COMPOSITE STRUCTURES

Effective in-plane elastic moduli of quasi-random spatially irregular hexagonal lattices

(2017) Tanmoy Mukhopadhyay et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Optimisation of Fibre-Reinforced Polymer Web Core Bridge Deck—A Hybrid Approach

(2015) Tanmoy Mukhopadhyay et al.   Structural Engineering International

Effect of filler shape, volume fraction and loading rate on dynamic fracture behavior of glass-filled epoxy

(2014) Vinod Kushvaha et al.   COMPOSITES PART B-ENGINEERING

Micromechanics modeling of creep fracture of zirconium diboride–silicon carbide composites at 1400–1700°C

(2014) C.H. Yu et al.   JOURNAL OF THE EUROPEAN CERAMIC SOCIETY

Constructing Sobol Sequences with Better Two-Dimensional Projections

(2008) Stephen Joe et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING