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Neural Metamaterial Networks for Nonlinear Material Design

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/adma.201502485openalex-snapshot

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

inferredcites →https://doi.org/10.1002/nme.4953openalex-snapshot

Computational homogenization of nonlinear elastic materials using neural networks

inferredcites →https://doi.org/10.1016/j.cad.2021.103086openalex-snapshot

3D Periodic Cellular Materials with Tailored Symmetry and Implicit Grading

inferredcites →https://doi.org/10.1016/j.cag.2021.10.007openalex-snapshot

Analysis of a reduced-order model for the simulation of elastic geometric zigzag-spring meta-materials

inferredcites →https://doi.org/10.1016/j.cam.2009.08.077openalex-snapshot

Multi-scale computational homogenization: Trends and challenges

inferredcites →https://doi.org/10.1016/j.cma.2012.12.018openalex-snapshot

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

inferredcites →https://doi.org/10.1016/j.commatsci.2014.02.006openalex-snapshot

Topological shape optimization of microstructural metamaterials using a level set method

inferredcites →https://doi.org/10.1016/j.compstruc.2006.02.015openalex-snapshot

Neural network constitutive model for rate-dependent materials

inferredcites →https://doi.org/10.1016/j.ijmecsci.2022.107713openalex-snapshot

TPMS-infill MMC-based topology optimization considering overlapped component property

inferredcites →https://doi.org/10.1016/j.jcp.2003.09.032openalex-snapshot

Structural optimization using sensitivity analysis and a level-set method

inferredcites →https://doi.org/10.1016/j.jcp.2020.110010openalex-snapshot

Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning

inferredcites →https://doi.org/10.1016/j.jmps.2014.05.003openalex-snapshot

Design of materials with prescribed nonlinear properties

inferredcites →https://doi.org/10.1016/j.jmps.2020.104277openalex-snapshot

Thermodynamics-based Artificial Neural Networks for constitutive modeling

inferredcites →https://doi.org/10.1016/j.matdes.2022.111078openalex-snapshot

Stiffness optimization design for TPMS architected cellular materials

inferredcites →https://doi.org/10.1016/j.mechmat.2013.09.018openalex-snapshot

Design of manufacturable 3D extremal elastic microstructure

inferredcites →https://doi.org/10.1017/cbo9780511755446openalex-snapshot

Nonlinear Continuum Mechanics for Finite Element Analysis

inferredcites →https://doi.org/10.1038/natrevmats.2017.66openalex-snapshot

Flexible mechanical metamaterials

inferredcites →https://doi.org/10.1061/(asce)0733-9399(1991)117:1(132)openalex-snapshot

Knowledge‐Based Modeling of Material Behavior with Neural Networks

inferredcites →https://doi.org/10.1098/rspa.2016.0811openalex-snapshot

Methodical fitting for mathematical models of rubber-like materials

inferredcites →https://doi.org/10.1109/icra.2019.8794333openalex-snapshot

ChainQueen: A Real-Time Differentiable Physical Simulator for Soft Robotics

inferredcites →https://doi.org/10.1109/lra.2022.3145948openalex-snapshot

Programmable Digital Weaves

inferredcites →https://doi.org/10.1109/tvcg.2015.2448105openalex-snapshot

Stable Anisotropic Materials

inferredcites →https://doi.org/10.1109/tvcg.2023.3268068openalex-snapshot

Topology Optimization Via Spatially-Varying TPMS

inferredcites →https://doi.org/10.1111/1467-8659.00652openalex-snapshot

COMPUTER GRAPHICS forum

inferredcites →https://doi.org/10.1111/cgf.12840openalex-snapshot

Modeling and Estimation of Energy‐Based Hyperelastic Objects

inferredcites →https://doi.org/10.1111/cgf.14128openalex-snapshot

Learning Elastic Constitutive Material and Damping Models

inferredcites →https://doi.org/10.1115/1.3424588openalex-snapshot

Asymptotic Analysis of Periodic Structures

inferredcites →https://doi.org/10.1145/1391989.1391995openalex-snapshot

Algorithm 887

inferredcites →https://doi.org/10.1145/1576246.1531358openalex-snapshot

Preserving topology and elasticity for embedded deformable models

inferredcites →https://doi.org/10.1145/1778765.1778800openalex-snapshot

Design and fabrication of materials with desired deformation behavior

inferredcites →https://doi.org/10.1145/1964921.1964966openalex-snapshot

Data-driven elastic models for cloth

inferredcites →https://doi.org/10.1145/2010324.1964967openalex-snapshot

Example-based elastic materials

inferredcites →https://doi.org/10.1145/2766889openalex-snapshot

Data-driven finite elements for geometry and material design

inferredcites →https://doi.org/10.1145/2766917openalex-snapshot

Nonlinear material design using principal stretches

inferredcites →https://doi.org/10.1145/2766926openalex-snapshot

Microstructures to control elasticity in 3D printing

inferredcites →https://doi.org/10.1145/2766937openalex-snapshot

Elastic textures for additive fabrication

inferredcites →https://doi.org/10.1145/2897824.2925922openalex-snapshot

Procedural voronoi foams for additive manufacturing

inferredcites →https://doi.org/10.1145/3072959.3073638openalex-snapshot

Orthotropic k -nearest foams for additive manufacturing

inferredcites →https://doi.org/10.1145/3072959.3073649openalex-snapshot

Worst-case stress relief for microstructures

inferredcites →https://doi.org/10.1145/3072959.3095815openalex-snapshot

Two-Scale Topology Optimization with Microstructures

inferredcites →https://doi.org/10.1145/3130800.3130881openalex-snapshot

Metasilicone

inferredcites →https://doi.org/10.1145/3272127.3275085openalex-snapshot

Set-in-stone

inferredcites →https://doi.org/10.1145/3306346.3322989openalex-snapshot

Star-shaped metrics for mechanical metamaterial design

inferredcites →https://doi.org/10.1145/3306346.3323040openalex-snapshot

X-Shells

inferredcites →https://doi.org/10.1145/3355089.3356548openalex-snapshot

Real2Sim

inferredcites →https://doi.org/10.1145/3386569.3392412openalex-snapshot

Homogenized yarn-level cloth

inferredcites →https://doi.org/10.1145/3386569.3392425openalex-snapshot

Incremental potential contact

inferredcites →https://doi.org/10.1145/3386569.3392451openalex-snapshot

A low-parametric rhombic microstructure family for irregular lattices

inferredcites →https://doi.org/10.1145/3414685.3417766openalex-snapshot

ADD

inferredcites →https://doi.org/10.1145/3414685.3417790openalex-snapshot

Freely orientable microstructures for designing deformable 3D prints

inferredcites →https://doi.org/10.1145/3414685.3417857openalex-snapshot

Appearance-preserving tactile optimization

inferredcites →https://doi.org/10.1145/3424630.3425411openalex-snapshot

Reduced-Order Simulation of Flexible Meta-Materials

inferredcites →https://doi.org/10.1145/3450626.3459940openalex-snapshot

Bistable auxetic surface structures

inferredcites →https://doi.org/10.1145/3478513.3480552openalex-snapshot

Optimizing contact-based assemblies

inferredcites →https://doi.org/10.1145/3550454.3555490openalex-snapshot

Differentiable Simulation of Inertial Musculotendons

inferredcites →https://doi.org/10.3929/ethz-b-000522197openalex-snapshot

NTopo: Mesh-free Topology Optimization using Implicit Neural Representations

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← backgroundhttps://doi.org/10.5281/zenodo.18498184zenodo-depositor-declared

inferred← citeshttps://doi.org/10.1016/j.matdes.2025.114290openalex-snapshot

Data-driven design of topologically optimized auxetic metamaterials for tailored stress–strain and Poisson’s ratio-strain behaviors

inferred← citeshttps://doi.org/10.1089/3dp.2024.0175openalex-snapshot

Data-Driven Nonlinear Deformation Design of 3D-Printable Shells

inferred← citeshttps://doi.org/10.1103/physrevapplied.23.034070openalex-snapshot

Inverse design of multistable kirigami metamaterial via geometry-enabled shape programming and transforming

inferred← citeshttps://doi.org/10.1145/3641519.3657401openalex-snapshot

Modal Folding: Discovering Smooth Folding Patterns for Sheet Materials using Strain-Space Modes

inferred← citeshttps://doi.org/10.1145/3641519.3657411openalex-snapshot

Neural-Assisted Homogenization of Yarn-Level Cloth

inferred← citeshttps://doi.org/10.1145/3641519.3657467openalex-snapshot

Soft Pneumatic Actuator Design using Differentiable Simulation

inferred← citeshttps://doi.org/10.1145/3658175openalex-snapshot

FlexScale: Modeling and Characterization of Flexible Scaled Sheets

inferred← citeshttps://doi.org/10.1145/3665662.3673261openalex-snapshot

Designing Mechanical 3D Metamaterials with Tension-Active Modules

inferred← citeshttps://doi.org/10.1145/3680528.3687661openalex-snapshot

Motion-Driven Neural Optimizer for Prophylactic Braces Made by Distributed Microstructures

inferred← citeshttps://doi.org/10.1145/3680528.3687693openalex-snapshot

Polar Interpolants for Thin-Shell Microstructure Homogenization

inferred← citeshttps://doi.org/10.1145/3687765openalex-snapshot

Optimized shock-protecting microstructures

inferred← citeshttps://doi.org/10.1145/3721238.3730675openalex-snapshot

Inverse Design of Discrete Interlocking Materials with Desired Mechanical Behavior

inferred← citeshttps://doi.org/10.1145/3721238.3730682openalex-snapshot

MIND: Microstructure INverse Design with Generative Hybrid Neural Representation

inferred← citeshttps://doi.org/10.1145/3721238.3730759openalex-snapshot

Data-Efficient Discovery of Hyperelastic TPMS Metamaterials with Extreme Energy Dissipation

inferred← citeshttps://doi.org/10.1145/3727874openalex-snapshot

Neurally Integrated Finite Elements for Differentiable Elasticity on Evolving Domains

inferred← citeshttps://doi.org/10.1145/3730922openalex-snapshot

Neural Co-Optimization of Structural Topology, Manufacturable Layers, and Path Orientations for Fiber-Reinforced Composites

inferred← citeshttps://doi.org/10.1145/3731148openalex-snapshot

Shape Space Spectra

inferred← citeshttps://doi.org/10.1145/3745778.3766645openalex-snapshot

Random-Walk Microstructures for Differentiable Topology Optimization

inferred← citeshttps://doi.org/10.1145/3757374.3771508openalex-snapshot

HAVM: Designing 3D Hybrid-Anisotropic-Voronoi Cells for Microstructured Metamaterial

inferred← citeshttps://doi.org/10.1145/3757377.3763996openalex-snapshot

Star-Shaped Distance Voronoi Diagrams for 3D Metamaterial Design

inferred← citeshttps://doi.org/10.1145/3763296openalex-snapshot

Closed-Form Construction of Voronoi Diagrams with Star-Shaped Metrics

inferred← citeshttps://doi.org/10.1145/3799820.3812480openalex-snapshot

Physics Is Easier Than You Think: From Classical to Neural Elastic Simulation

inferred← citeshttps://doi.org/10.1145/3811301openalex-snapshot

A Unified Homogenization Framework for Straight- and Curved-Crease Origami Materials

inferred← citeshttps://doi.org/10.1145/3811333openalex-snapshot

GMT: A Geometric Multigrid Transformer Solver for Microstructure Homogenization

inferred← citeshttps://doi.org/10.1145/3841629openalex-snapshot

Worst-Case Non-parametric Shape Optimization

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