Research graph
References from Zero-shot rib design: Merging a training-free generative prior with topology optimization. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2013 · External reference
Material interpolation schemes in topology optimization
1999 · External reference
Optimal shape design as a material distribution problem
10.1007/bf01650949 · 1989 · External reference
A 99 line topology optimization code written in Matlab
10.1007/s001580050176 · 2001 · External reference
Efficient topology optimization in MATLAB using 88 lines of code
10.1007/s00158-010-0594-7 · 2011 · External reference
Multi-patch isogeometric topology optimization for cellular structures with flexible designs using Nitsche’s method
10.1016/j.cma.2023.116036 · 2023 · External reference
A T-splines-oriented isogeometric topology optimization for plate and shell structures with arbitrary geometries using Bézier extraction
10.1016/j.cma.2024.116929 · 2024 · External reference
T-splines-based panel method for aerodynamic topology optimization of engineering shell structures using isogeometric analysis
10.1016/j.cma.2025.118154 · 2025 · External reference
The Lagrangian-Eulerian described particle flow topology optimization (PFTO) approach with isogeometric material point method
10.1016/j.cma.2025.117892 · 2025 · External reference
Particle-flow topology optimization with the SPH kernel for hinge-free designs of compliant mechanisms using isogeometric material point method
2026 · External reference
Numerical instabilities in topology optimization: A survey on procedures dealing with checkerboards, mesh-dependencies and local minima
10.1007/bf01214002 · 1998 · External reference
A critical review of established methods of structural topology optimization
10.1007/s00158-007-0217-0 · 2009 · External reference
An investigation concerning optimal design of solid elastic plates
10.1016/0020-7683(81)90065-2 · 1981 · External reference
Automated rib location and optimization for plate structures
10.1007/s00158-002-0270-7 · 2003 · External reference
Bayesian optimization of tailgate rib structures enhancing structural stiffness under manufacturing constraints of injection molding
10.1016/j.jmapro.2024.12.064 · 2025 · External reference
Stiffener layout design for plate structures by growing and branching tree model (application to vibration-proof design)
10.1007/s00158-003-0309-4 · 2004 · External reference
On the role of generating textual description for design intent communication in feature-based 3D collaborative design
10.1016/j.aei.2019.02.003 · 2019 · External reference
A survey of emerging applications of large language models for problems in mechanics, product design, and manufacturing
10.1016/j.aei.2024.103066 · 2025 · External reference
10.1109/cvpr52688.2022.01042
10.1109/cvpr52688.2022.01042 · External reference
Unresolved reference
2022 · External reference
Diffusion models beat gans on topology optimization
2023 · External reference
Aligning optimization trajectories with diffusion models for constrained design generation
10.52202/075280-2258 · 2023 · External reference
Unresolved reference
2024 · External reference
Three-dimensional deep shape optimization with a limited dataset
10.1016/j.engappai.2025.111504 · 2025 · External reference
Diffusion models for topology optimization in 3D printing applications
10.1063/5.0246189 · 2025 · External reference
Deepwheel: Generating a 3d synthetic wheel dataset for design and performance evaluation
10.1115/1.4069899 · 2026 · External reference
Deepjeb: 3d deep learning-based synthetic jet engine bracket dataset
10.1115/1.4067089 · 2025 · External reference
Unresolved reference
2024 · External reference
Machine-learning driven differentiable concurrent multiscale topology optimization framework for truss structures
10.1016/j.cma.2026.119135 · 2026 · External reference
A level-set-oriented and problem-independent robust topology optimization strategy based on convolutional neural networks and uncertainty clustering
10.1016/j.cma.2026.118894 · 2026 · External reference
Model-and-data-driven robust concurrent optimization for structural topology and device layout integrating load location and non-design domain effects
2025 · External reference
A novel reliability-oriented concurrent topology optimization framework based on improved sequential decoupling and interval-modeled boundary modification strategies
2026 · External reference
Research on multi-stage topology optimization method based on latent diffusion model
10.1016/j.aei.2024.102966 · 2025 · External reference
TO-MambaLDM: Multi-physics informed Mamba-enhanced latent diffusion for cooling structure topology optimization
10.1016/j.aei.2025.104292 · 2026 · External reference
Topology optimization approach using a training-dataset-free neural network reparameterization framework
10.1016/j.aei.2025.104111 · 2026 · External reference
Unresolved reference
2025 · External reference
Nerf: Representing scenes as neural radiance fields for view synthesis
10.1145/3503250 · 2021 · External reference
10.1109/iccv51070.2023.00965
10.1109/iccv51070.2023.00965 · External reference
10.1109/cvpr52729.2023.02159
10.1109/cvpr52729.2023.02159 · External reference
Unresolved reference
External reference
Topology optimization with text-guided stylization
10.1007/s00158-023-03686-7 · 2023 · External reference
Research on bio-inspired product design based on knowledge graph and semantic fusion diffusion model
10.1016/j.aei.2024.102797 · 2024 · External reference
Integrating large models with topology optimization for conceptual design realization
10.1016/j.aei.2025.103524 · 2025 · External reference
Filters in topology optimization
10.1002/nme.116 · 2001 · External reference
Topology optimization of non-linear elastic structures and compliant mechanisms
10.1016/s0045-7825(00)00278-4 · 2001 · External reference
Achieving minimum length scale in topology optimization using nodal design variables and projection functions
10.1002/nme.1064 · 2004 · External reference
Unresolved reference
1951 · External reference
Unresolved reference
1945 · External reference
A four-node plate bending element based on Mindlin/Reissner plate theory and a mixed interpolation
10.1002/nme.1620210213 · 1985 · External reference
A material based model for topology optimization of thermoelastic structures
10.1002/nme.1620381202 · 1995 · External reference
Denoising diffusion probabilistic models
2020 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2014 · External reference
A fast parallel algorithm for thinning digital patterns
10.1145/357994.358023 · 1984 · External reference
Rethinking score distillation as a bridge between image distributions
10.52202/079017-1064 · 2024 · External reference
The method of moving asymptotes—a new method for structural optimization
10.1002/nme.1620240207 · 1987 · External reference
Laion-5b: An open large-scale dataset for training next generation image-text models
10.52202/068431-1833 · 2022 · External reference
On projection methods, convergence and robust formulations in topology optimization
10.1007/s00158-010-0602-y · 2011 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2023 · External reference
Imposing maximum length scale in topology optimization
10.1007/s00158-008-0250-7 · 2009 · External reference
Integrating deep learning into CAD/CAE system: Generative design and evaluation of 3D conceptual wheel: Integrating Deep Learning into CAD/CAE System: Generative Design and Evaluation of 3D Conceptual Wheel
10.1007/s00158-021-02953-9 · 2021 · External reference
Achieving minimum length scale in topology optimization using nodal design variables and projection functions
10.1002/nme.1064 · ExternalCitation · doi-reference
Filters in topology optimization
10.1002/nme.116 · ExternalCitation · doi-reference
A four-node plate bending element based on Mindlin/Reissner plate theory and a mixed interpolation
10.1002/nme.1620210213 · ExternalCitation · doi-reference
The method of moving asymptotes—a new method for structural optimization
10.1002/nme.1620240207 · ExternalCitation · doi-reference
A material based model for topology optimization of thermoelastic structures
10.1002/nme.1620381202 · ExternalCitation · doi-reference
Numerical instabilities in topology optimization: A survey on procedures dealing with checkerboards, mesh-dependencies and local minima
10.1007/bf01214002 · ExternalCitation · doi-reference
Optimal shape design as a material distribution problem
10.1007/bf01650949 · ExternalCitation · doi-reference
Automated rib location and optimization for plate structures
10.1007/s00158-002-0270-7 · ExternalCitation · doi-reference
Stiffener layout design for plate structures by growing and branching tree model (application to vibration-proof design)
10.1007/s00158-003-0309-4 · ExternalCitation · doi-reference
A critical review of established methods of structural topology optimization
10.1007/s00158-007-0217-0 · ExternalCitation · doi-reference
Imposing maximum length scale in topology optimization
10.1007/s00158-008-0250-7 · ExternalCitation · doi-reference
Efficient topology optimization in MATLAB using 88 lines of code
10.1007/s00158-010-0594-7 · ExternalCitation · doi-reference
On projection methods, convergence and robust formulations in topology optimization
10.1007/s00158-010-0602-y · ExternalCitation · doi-reference
Integrating deep learning into CAD/CAE system: Generative design and evaluation of 3D conceptual wheel: Integrating Deep Learning into CAD/CAE System: Generative Design and Evaluation of 3D Conceptual Wheel
10.1007/s00158-021-02953-9 · ExternalCitation · doi-reference
Topology optimization with text-guided stylization
10.1007/s00158-023-03686-7 · ExternalCitation · doi-reference
A 99 line topology optimization code written in Matlab
10.1007/s001580050176 · ExternalCitation · doi-reference
An investigation concerning optimal design of solid elastic plates
10.1016/0020-7683(81)90065-2 · ExternalCitation · doi-reference
On the role of generating textual description for design intent communication in feature-based 3D collaborative design
10.1016/j.aei.2019.02.003 · ExternalCitation · doi-reference
Research on bio-inspired product design based on knowledge graph and semantic fusion diffusion model
10.1016/j.aei.2024.102797 · ExternalCitation · doi-reference
Research on multi-stage topology optimization method based on latent diffusion model
10.1016/j.aei.2024.102966 · ExternalCitation · doi-reference
A survey of emerging applications of large language models for problems in mechanics, product design, and manufacturing
10.1016/j.aei.2024.103066 · ExternalCitation · doi-reference
Integrating large models with topology optimization for conceptual design realization
10.1016/j.aei.2025.103524 · ExternalCitation · doi-reference
Topology optimization approach using a training-dataset-free neural network reparameterization framework
10.1016/j.aei.2025.104111 · ExternalCitation · doi-reference
TO-MambaLDM: Multi-physics informed Mamba-enhanced latent diffusion for cooling structure topology optimization
10.1016/j.aei.2025.104292 · ExternalCitation · doi-reference
Multi-patch isogeometric topology optimization for cellular structures with flexible designs using Nitsche’s method
10.1016/j.cma.2023.116036 · ExternalCitation · doi-reference
A T-splines-oriented isogeometric topology optimization for plate and shell structures with arbitrary geometries using Bézier extraction
10.1016/j.cma.2024.116929 · ExternalCitation · doi-reference
The Lagrangian-Eulerian described particle flow topology optimization (PFTO) approach with isogeometric material point method
10.1016/j.cma.2025.117892 · ExternalCitation · doi-reference
T-splines-based panel method for aerodynamic topology optimization of engineering shell structures using isogeometric analysis
10.1016/j.cma.2025.118154 · ExternalCitation · doi-reference
A level-set-oriented and problem-independent robust topology optimization strategy based on convolutional neural networks and uncertainty clustering
10.1016/j.cma.2026.118894 · ExternalCitation · doi-reference
Machine-learning driven differentiable concurrent multiscale topology optimization framework for truss structures
10.1016/j.cma.2026.119135 · ExternalCitation · doi-reference
Three-dimensional deep shape optimization with a limited dataset
10.1016/j.engappai.2025.111504 · ExternalCitation · doi-reference
Bayesian optimization of tailgate rib structures enhancing structural stiffness under manufacturing constraints of injection molding
10.1016/j.jmapro.2024.12.064 · ExternalCitation · doi-reference
Topology optimization of non-linear elastic structures and compliant mechanisms
10.1016/s0045-7825(00)00278-4 · ExternalCitation · doi-reference
Diffusion models for topology optimization in 3D printing applications
10.1063/5.0246189 · ExternalCitation · doi-reference
10.1109/cvpr52688.2022.01042
10.1109/cvpr52688.2022.01042 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.02159
10.1109/cvpr52729.2023.02159 · ExternalCitation · doi-reference
10.1109/iccv51070.2023.00965
10.1109/iccv51070.2023.00965 · ExternalCitation · doi-reference
Deepjeb: 3d deep learning-based synthetic jet engine bracket dataset
10.1115/1.4067089 · ExternalCitation · doi-reference
Deepwheel: Generating a 3d synthetic wheel dataset for design and performance evaluation
10.1115/1.4069899 · ExternalCitation · doi-reference
Nerf: Representing scenes as neural radiance fields for view synthesis
10.1145/3503250 · ExternalCitation · doi-reference
A fast parallel algorithm for thinning digital patterns
10.1145/357994.358023 · ExternalCitation · doi-reference
Laion-5b: An open large-scale dataset for training next generation image-text models
10.52202/068431-1833 · ExternalCitation · doi-reference
Aligning optimization trajectories with diffusion models for constrained design generation
10.52202/075280-2258 · ExternalCitation · doi-reference
Rethinking score distillation as a bridge between image distributions
10.52202/079017-1064 · ExternalCitation · doi-reference
