Physics-guided diffusion models for inverse design of disordered metamaterials
Fuente:
arXiv
Saved in:
| Main Authors: | Xie, Ziyuan, Xu, Weipeng, Zhao, Dazhi, Zhang, Wenchang, Dong, Daoyang, Xu, Bingbing, Liu, Ning, Mao, Sheng, Xue, Tianju |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Style-constrained inverse design of microstructures with tailored mechanical properties using unconditional diffusion models
by: Xu, Weipeng, et al.
Published: (2026)
by: Xu, Weipeng, et al.
Published: (2026)
Solving contact problems using Fiber Monte Carlo
by: Wang, Xinyu, et al.
Published: (2025)
by: Wang, Xinyu, et al.
Published: (2025)
DiffLiB: High-fidelity differentiable modeling of lithium-ion batteries and efficient gradient-based parameter identification
by: Xu, Weipeng, et al.
Published: (2025)
by: Xu, Weipeng, et al.
Published: (2025)
Implicit differentiation with second-order derivatives and benchmarks in finite-element-based differentiable physics
by: Xue, Tianju
Published: (2025)
by: Xue, Tianju
Published: (2025)
Data-efficient inverse design of spinodoid metamaterials
by: Rosenkranz, Max, et al.
Published: (2025)
by: Rosenkranz, Max, et al.
Published: (2025)
Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models
by: Bastek, Jan-Hendrik, et al.
Published: (2023)
by: Bastek, Jan-Hendrik, et al.
Published: (2023)
Experiment-informed finite-strain inverse design of spinodal metamaterials
by: Thakolkaran, Prakash, et al.
Published: (2023)
by: Thakolkaran, Prakash, et al.
Published: (2023)
Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling
by: Zheng, Li, et al.
Published: (2023)
by: Zheng, Li, et al.
Published: (2023)
FFT-based surrogate modeling of auxetic metamaterials with real-time prediction of effective elastic properties and swift inverse design
by: Danesh, Hooman, et al.
Published: (2024)
by: Danesh, Hooman, et al.
Published: (2024)
Denoising diffusion models for inverse design of inflatable structures with programmable deformations
by: Karimi, Sara, et al.
Published: (2025)
by: Karimi, Sara, et al.
Published: (2025)
Data-efficient Bayesian-guided design selection from large candidate sets: Application to hyperelastic stochastic metamaterials
by: Danesh, Hooman, et al.
Published: (2026)
by: Danesh, Hooman, et al.
Published: (2026)
Conditional diffusion model for inverse prediction of process parameters and dendritic microstructures from mechanical properties
by: Ikeda, Arisa, et al.
Published: (2024)
by: Ikeda, Arisa, et al.
Published: (2024)
Reduced-order modeling for second-order computational homogenization with applications to geometrically parameterized elastomeric metamaterials
by: Guo, T., et al.
Published: (2024)
by: Guo, T., et al.
Published: (2024)
Multi-layer diffusion model of photovoltaic installations
by: Weron, Tomasz
Published: (2024)
by: Weron, Tomasz
Published: (2024)
Effect of turbulent diffusion in modeling anaerobic digestion
by: Yan, Jeremy Z., et al.
Published: (2024)
by: Yan, Jeremy Z., et al.
Published: (2024)
Surrogate Structure-Specific Probabilistic Dynamic Responses of Bridge Portfolios using Deep Learning with Partial Information
by: Ning, Chunxiao, et al.
Published: (2025)
by: Ning, Chunxiao, et al.
Published: (2025)
SoRoTop: a hitchhiker's guide to topology optimization MATLAB code for design-dependent pneumatic-driven soft robots
by: Kumar, Prabhat
Published: (2024)
by: Kumar, Prabhat
Published: (2024)
Uncertainty-Driven Hierarchical Sampling for Unbalanced Continual Malware Detection with Time-Series Update-Based Retrieval
by: Xie, Yi, et al.
Published: (2025)
by: Xie, Yi, et al.
Published: (2025)
Vehicle single track modeling using physics guided neural differential equations
by: Rhode, Stephan, et al.
Published: (2024)
by: Rhode, Stephan, et al.
Published: (2024)
Real-time generative design of diverse, "truly" optimized structures with controllable structural complexities
by: Du, Zongliang, et al.
Published: (2024)
by: Du, Zongliang, et al.
Published: (2024)
A consistent diffuse-interface model for two-phase flow problems with rapid evaporation
by: Schreter-Fleischhacker, Magdalena, et al.
Published: (2024)
by: Schreter-Fleischhacker, Magdalena, et al.
Published: (2024)
Populating cellular metamaterials on the extrema of attainable elasticity through neuroevolution
by: Yan, Maohua, et al.
Published: (2024)
by: Yan, Maohua, et al.
Published: (2024)
Fourier-enhanced reduced-order surrogate modeling for uncertainty quantification in electric machine design
by: Partovizadeh, Aylar, et al.
Published: (2024)
by: Partovizadeh, Aylar, et al.
Published: (2024)
Online Prediction-Assisted Safe Reinforcement Learning for Electric Vehicle Charging Station Recommendation in Dynamically Coupled Transportation-Power Systems
by: Liao, Qionghua, et al.
Published: (2024)
by: Liao, Qionghua, et al.
Published: (2024)
An Efficient Graph-Transformer Operator for Learning Physical Dynamics with Manifolds Embedding
by: Liu, Pengwei, et al.
Published: (2025)
by: Liu, Pengwei, et al.
Published: (2025)
Generative models struggle with kirigami metamaterials
by: Felsch, Gerrit, et al.
Published: (2024)
by: Felsch, Gerrit, et al.
Published: (2024)
Reduced-order structure-property linkages for stochastic metamaterials
by: Danesh, Hooman, et al.
Published: (2025)
by: Danesh, Hooman, et al.
Published: (2025)
Parameter conditioned interpretable U-Net surrogate model for data-driven predictions of convection-diffusion-reaction processes
by: Kastor, Michael Urs Lars, et al.
Published: (2026)
by: Kastor, Michael Urs Lars, et al.
Published: (2026)
A coupled finite element-virtual element method for thermomechanical analysis of electronic packaging structures
by: Gong, Yanpeng, et al.
Published: (2025)
by: Gong, Yanpeng, et al.
Published: (2025)
Learning from the Storm: A Multivariate Machine Learning Approach to Predicting Hurricane-Induced Economic Losses
by: Shen, Bolin, et al.
Published: (2025)
by: Shen, Bolin, et al.
Published: (2025)
Adaptive optimization of wave energy conversion in oscillatory wave surge converters via SPH simulation and deep reinforcement learning
by: Ye, Mai, et al.
Published: (2024)
by: Ye, Mai, et al.
Published: (2024)
A Diffusion MRI model for axonal damage quantification based on axial diffusivity reduction in axons: a Monte Carlo simulation study
by: Sharma, Nand
Published: (2024)
by: Sharma, Nand
Published: (2024)
Evaluating diversion and treatment policies for opioid use disorder
by: White, Veronica M., et al.
Published: (2023)
by: White, Veronica M., et al.
Published: (2023)
Simulating anisotropic diffusion processes with smoothed particle hydrodynamics
by: Tang, Xiaojing, et al.
Published: (2024)
by: Tang, Xiaojing, et al.
Published: (2024)
Inverse designing surface curvatures by deep learning
by: Guo, Yaqi, et al.
Published: (2023)
by: Guo, Yaqi, et al.
Published: (2023)
Identification of microstructure from macroscopic measurement using inverse multiscale analysis
by: Mukherjee, Anjan, et al.
Published: (2024)
by: Mukherjee, Anjan, et al.
Published: (2024)
2D implementation of Kinetic-diffusion Monte Carlo in Eiron
by: Lappi, Oskar, et al.
Published: (2025)
by: Lappi, Oskar, et al.
Published: (2025)
Physics-Informed Video Diffusion For Shallow Water Equations
by: Bai, Yang, et al.
Published: (2026)
by: Bai, Yang, et al.
Published: (2026)
4DGS-CC: A Contextual Coding Framework for 4D Gaussian Splatting Data Compression
by: Chen, Zicong, et al.
Published: (2025)
by: Chen, Zicong, et al.
Published: (2025)
A GPU-Accelerated Three-Dimensional Crack Element Method for Transient Dynamic Fracture Simulation
by: Xie, Yuxi, et al.
Published: (2025)
by: Xie, Yuxi, et al.
Published: (2025)
Similar Items
-
Style-constrained inverse design of microstructures with tailored mechanical properties using unconditional diffusion models
by: Xu, Weipeng, et al.
Published: (2026) -
Solving contact problems using Fiber Monte Carlo
by: Wang, Xinyu, et al.
Published: (2025) -
DiffLiB: High-fidelity differentiable modeling of lithium-ion batteries and efficient gradient-based parameter identification
by: Xu, Weipeng, et al.
Published: (2025) -
Implicit differentiation with second-order derivatives and benchmarks in finite-element-based differentiable physics
by: Xue, Tianju
Published: (2025) -
Data-efficient inverse design of spinodoid metamaterials
by: Rosenkranz, Max, et al.
Published: (2025)