Multiscale topology optimisation with nonparametric microstructures using three-dimensional convolutional neural network (3D-CNN) models

Machine Learning in Additive Manufacturing: A Review

(2020) Lingbin Meng et al.   JOM

Semi-supervised deep learning based framework for assessing manufacturability of cellular structures in direct metal laser sintering process

(2020) Yilin Guo et al.   JOURNAL OF INTELLIGENT MANUFACTURING

A review on machine learning in 3D printing: applications, potential, and challenges

(2020) G. D. Goh et al.   ARTIFICIAL INTELLIGENCE REVIEW

Simple, accurate surrogate models of the elastic response of three-dimensional open truss micro-architectures with applications to multiscale topology design

(2019) Seth Watts et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Applying Neural-Network-Based Machine Learning to Additive Manufacturing: Current Applications, Challenges, and Future Perspectives

(2019) Xinbo Qi et al.   Engineering

Learning localized features in 3D CAD models for manufacturability analysis of drilled holes

(2018) Sambit Ghadai et al.   COMPUTER AIDED GEOMETRIC DESIGN

Functionally graded materials from topology optimisation and stereolithography

(2018) Tao Liu et al.   EUROPEAN POLYMER JOURNAL

Multiscale topology optimization using neural network surrogate models

(2018) Daniel A. White et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Topology optimization considering overhang constraint in additive manufacturing

(2018) Kaiqing Zhang et al.   COMPUTERS & STRUCTURES

A geometric projection method for designing three-dimensional open lattices with inverse homogenization

(2017) Seth Watts et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Mechanical metamaterials at the theoretical limit of isotropic elastic stiffness

(2017) J. B. Berger et al.   NATURE

Optimisation of functionally graded lattice structures using isostatic lines

(2017) Stephen Daynes et al.   MATERIALS & DESIGN

Integrated design of cellular composites using a level-set topology optimization method

(2016) Hao Li et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Support structure constrained topology optimization for additive manufacturing

(2016) Amir M. Mirzendehdel et al.   COMPUTER-AIDED DESIGN

Simultaneous material and structural optimization by multiscale topology optimization

(2016) Raghavendra Sivapuram et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Elastic textures for additive fabrication

(2015) Julian Panetta et al.   ACM TRANSACTIONS ON GRAPHICS

Multiscale structural topology optimization with an approximate constitutive model for local material microstructure

(2015) Liang Xia et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Designing patient-specific 3D printed craniofacial implants using a novel topology optimization method

(2015) Alok Sutradhar et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Concurrent topology optimization design of material and structure within FE2 nonlinear multiscale analysis framework

(2014) Liang Xia et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Concurrent aerostructural topology optimization of a wing box

(2014) Kai A. James et al.   COMPUTERS & STRUCTURES

Nonlinear structural design using multiscale topology optimization. Part I: Static formulation

(2013) P.B. Nakshatrala et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Design of manufacturable 3D extremal elastic microstructure

(2013) Erik Andreassen et al.   MECHANICS OF MATERIALS

On the usefulness of non-gradient approaches in topology optimization

(2011) Ole Sigmund   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization for nano-photonics

(2010) J.S. Jensen et al.   Laser & Photonics Reviews

Numerical modeling of bone tissue adaptation—A hierarchical approach for bone apparent density and trabecular structure

(2009) P.G. Coelho et al.   JOURNAL OF BIOMECHANICS