Deep generative modeling for mechanistic-based learning and design of metamaterial systems

A Hybrid Strategy for the Discovery and Design of Photonic Structures

(2020) Zhaocheng Liu et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

An efficient concurrent topology optimization approach for frequency response problems

(2019) Junpeng Zhao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Topology optimization for concurrent design of layer-wise graded lattice materials and structures

(2019) Huikai Zhang et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

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

Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi-Supervised Learning Strategy

(2019) Wei Ma et al.   ADVANCED MATERIALS

Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks

(2019) Zhenguo Nie et al.   JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING

Convolutional neural network surrogate models for the mechanical properties of periodic structures

(2019) Mark C. Messner   JOURNAL OF MECHANICAL DESIGN

Concurrent topology optimization of multiscale composite structures in Matlab

(2019) Jie Gao et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Designing phononic crystal with anticipated band gap through a deep learning based data-driven method

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

Space-time topology optimization for additive manufacturing

(2019) Weiming Wang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Multiscale topology optimization for minimizing frequency responses of cellular composites with connectable graded microstructures

(2019) Yan Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model

(2018) Ruijin Cang et al.   COMPUTATIONAL MATERIALS SCIENCE

Heaviside projection-based aggregation in stress-constrained topology optimization

(2018) Cunfu Wang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

A Novel Design Method for Nonuniform Lattice Structures Based on Topology Optimization

(2018)   JOURNAL OF MECHANICAL DESIGN

Mechanical metamaterials associated with stiffness, rigidity and compressibility: A brief review

(2018) Xianglong Yu et al.   PROGRESS IN MATERIALS SCIENCE

Multiscale concurrent topology optimization for cellular structures with multiple microstructures based on ordered SIMP interpolation

(2018) Yan Zhang et al.   COMPUTATIONAL MATERIALS SCIENCE

Multiscale topology optimization using neural network surrogate models

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

Topology optimization for multiscale design of porous composites with multi-domain microstructures

(2018) Jie Gao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Functionally graded lattice structure topology optimization for the design of additive manufactured components with stress constraints

(2018) Lin Cheng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Undercut and overhang angle control in topology optimization: A density gradient based integral approach

(2017) Xiaoping Qian   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Microstructure Representation and Reconstruction of Heterogeneous Materials Via Deep Belief Network for Computational Material Design

(2017) Ruijin Cang et al.   JOURNAL OF MECHANICAL DESIGN

A Survey of Modeling of Lattice Structures Fabricated by Additive Manufacturing

(2017) Guoying Dong et al.   JOURNAL OF MECHANICAL DESIGN

Concurrent topology optimization of multiscale structures with multiple porous materials under random field loading uncertainty

(2017) Jiadong Deng et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Multi-scale concurrent material and structural design under mechanical and thermal loads

(2016) Jun Yan et al.   COMPUTATIONAL MECHANICS

Simultaneous material and structural optimization by multiscale topology optimization

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

Microstructures to control elasticity in 3D printing

(2015) Christian Schumacher et al.   ACM TRANSACTIONS ON GRAPHICS

Elastic textures for additive fabrication

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

Topology Optimized Architectures with Programmable Poisson's Ratio over Large Deformations

(2015) Anders Clausen et al.   ADVANCED MATERIALS

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

Design of materials using topology optimization and energy-based homogenization approach in Matlab

(2015) Liang Xia et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Microstructure interpolation for macroscopic design

(2015) Andrew D. Cramer et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

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

Topological optimization for the design of microstructures of isotropic cellular materials

(2012) A. Radman et al.   ENGINEERING OPTIMIZATION

Multi-objective concurrent topology optimization of thermoelastic structures composed of homogeneous porous material

(2012) Jiadong Deng et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Design and fabrication of materials with desired deformation behavior

(2010) Bernd Bickel et al.   ACM TRANSACTIONS ON GRAPHICS

MRF Energy Minimization and Beyond via Dual Decomposition

(2010) N Komodakis et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

The Road Ahead for Metamaterials

(2010) N. I. Zheludev   SCIENCE

Organ printing: Tissue spheroids as building blocks

(2009) Vladimir Mironov et al.   BIOMATERIALS

Design and analysis of digital materials for physical 3D voxel printing

(2009) Jonathan Hiller et al.   RAPID PROTOTYPING JOURNAL

Design of graded two-phase microstructures for tailored elasticity gradients

(2008) Shiwei Zhou et al.   JOURNAL OF MATERIALS SCIENCE