Physics-Consistent Neural Networks for Learning Deformation and Director Fields in Microstructured Media with Loss-Based Validation Criteria
Fuente:
arXiv
Saved in:
| Main Authors: | Shirani, Milad, Gueldner, Pete H., Khidoyatov, Murat, Warren, Jeremy L., Ninno, Federica |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Director Deformations, Geometric Frustration, and Modulated Phases in Liquid Crystals
by: Selinger, Jonathan V.
Published: (2021)
by: Selinger, Jonathan V.
Published: (2021)
A Differentiable Framework for Gradient Enhanced Damage with Physics-Augmented Neural Networks in JAX-FEM
by: Wilkinson, Mark, et al.
Published: (2026)
by: Wilkinson, Mark, et al.
Published: (2026)
Boundaries Program Deformation in Isolated Active Networks
by: Lin, Zixiang, et al.
Published: (2025)
by: Lin, Zixiang, et al.
Published: (2025)
Self-Consistent Field Theory for Semiflexible Gaussian Chain Model
by: Oya, Yutaka, et al.
Published: (2025)
by: Oya, Yutaka, et al.
Published: (2025)
A Physics Preserving Neural Network Based Approach for Constitutive Modeling of Isotropic Fibrous Materials
by: Parvez, Nishan, et al.
Published: (2024)
by: Parvez, Nishan, et al.
Published: (2024)
Microstructure of polydisperse colloidal gels
by: Lonial, Benjamin F., et al.
Published: (2024)
by: Lonial, Benjamin F., et al.
Published: (2024)
Leveraging yield buckling to achieve ideal shock absorbers
by: Liu, Wenfeng, et al.
Published: (2023)
by: Liu, Wenfeng, et al.
Published: (2023)
Physics-constrained symbolic model discovery for polyconvex incompressible hyperelastic materials
by: Bahmani, Bahador, et al.
Published: (2023)
by: Bahmani, Bahador, et al.
Published: (2023)
Application of $J$-Integral to a Random Elastic Medium
by: Eliáš, Jan, et al.
Published: (2025)
by: Eliáš, Jan, et al.
Published: (2025)
Self Consistent Field Theory of isotropic-nematic interfaces and disclinations in a semiflexible molecule nematic
by: Qing, Longyu, et al.
Published: (2025)
by: Qing, Longyu, et al.
Published: (2025)
Ferroelectric Smectic C Liquid Crystal Phase with Spontaneous Polarization in the Direction of the Director
by: Kikuchi, Hirotsugu, et al.
Published: (2024)
by: Kikuchi, Hirotsugu, et al.
Published: (2024)
Director-layer dynamics in the antiferroelectric smectic-ZA phase of a ferroelectric nematic liquid crystal
by: Ghimire, Arjun, et al.
Published: (2025)
by: Ghimire, Arjun, et al.
Published: (2025)
Micromorphic FE$^2$ Simulation of Plastic Deformations of Foam Structures
by: Malik, Alexander, et al.
Published: (2024)
by: Malik, Alexander, et al.
Published: (2024)
Transfer of Energy and Momentum between Magnetoactive Surface Microstructure and a Solid Object
by: Geldof, Arne, et al.
Published: (2025)
by: Geldof, Arne, et al.
Published: (2025)
Self-Assembly of Crowded Semiflexible Polymers under Dynamic and Deformable Confinement
by: Amiri, Nasir, et al.
Published: (2026)
by: Amiri, Nasir, et al.
Published: (2026)
Harvesting Deformation Modes for Micromorphic Homogenization from Experiments on Mechanical Metamaterials
by: Maraghechi, S., et al.
Published: (2024)
by: Maraghechi, S., et al.
Published: (2024)
Neural-Network-Assisted Boltzmann Approach for Dilute Microswimmer Suspensions
by: Hayano, Haruki, et al.
Published: (2025)
by: Hayano, Haruki, et al.
Published: (2025)
Microstructural features governing fracture of a two-dimensional amorphous solid identified by machine learning
by: Huisman, Max, et al.
Published: (2024)
by: Huisman, Max, et al.
Published: (2024)
The Influence of Crosslinking and Deformation on Polymer Crystallization and Melting: A Molecular Dynamics Study
by: Bhardwaj, Atmika, et al.
Published: (2026)
by: Bhardwaj, Atmika, et al.
Published: (2026)
The Role of a Diluent in Deformation-Induced Bonding of Glassy Polymer Bidisperse Blends
by: Vallabh, Ajay, et al.
Published: (2024)
by: Vallabh, Ajay, et al.
Published: (2024)
Crushing, Comminution and Fracture: Extreme Particle Deformation in Three-Dimensional Granular Aggregates
by: Bhattacharya, Debdeep, et al.
Published: (2025)
by: Bhattacharya, Debdeep, et al.
Published: (2025)
Salt solutions with two or more salts generate ion currents analogous to magnetic field lines
by: Warren, Patrick B., et al.
Published: (2024)
by: Warren, Patrick B., et al.
Published: (2024)
Simple models for the trapping of charged particles and macromolecules by diffusiophoresis in salt gradients
by: Sear, Richard P., et al.
Published: (2025)
by: Sear, Richard P., et al.
Published: (2025)
Hydrodynamic Interaction and Geometric Memory Effect Drive Directed Swimming of Chlamydomonas reinhardtii near Periodic Microstructures
by: Li, Chunhe, et al.
Published: (2025)
by: Li, Chunhe, et al.
Published: (2025)
Fine-tuning the Microstructure and Photophysical Characteristics of Fluorescent Conjugated Copolymers Using Photoalignment and Liquid-crystalline Ordering
by: Shi, Yuping, et al.
Published: (2024)
by: Shi, Yuping, et al.
Published: (2024)
Dynamical Response of Deformable Microchannels under Pressure-Driven Flow of Aqueous Polymer Solutions
by: Laha, Sampad, et al.
Published: (2025)
by: Laha, Sampad, et al.
Published: (2025)
Convolutional Neural Network analysis of optical texture patterns in liquid-crystal skyrmions
by: Terroa, J., et al.
Published: (2024)
by: Terroa, J., et al.
Published: (2024)
Diffusive dynamics of a model protein chain in solution
by: Colberg, Margarita, et al.
Published: (2023)
by: Colberg, Margarita, et al.
Published: (2023)
Neural Network-Based Tensor Model for Nematic Liquid Crystals with Accurate Microscopic Information
by: Shi, Baoming, et al.
Published: (2024)
by: Shi, Baoming, et al.
Published: (2024)
Understanding the Role of Particle Deformability on the Crystal and Glass formation using Two-dimensional Ring Polymer Model
by: Bose, Padmanabha, et al.
Published: (2025)
by: Bose, Padmanabha, et al.
Published: (2025)
Fine Particle Percolation Dynamics in Porous Media
by: Vyas, Dhairya R., et al.
Published: (2025)
by: Vyas, Dhairya R., et al.
Published: (2025)
Self-Aligning Active Agents with Inertia and Active Torque
by: Fersula, Jeremy, et al.
Published: (2024)
by: Fersula, Jeremy, et al.
Published: (2024)
Elastic Interaction of Pressurized Cavities in Hyperelastic Media: Attraction and Repulsion
by: Saeedi, Ali, et al.
Published: (2025)
by: Saeedi, Ali, et al.
Published: (2025)
Phase Behavior of the Patchy Colloids Confined in the Patchy Porous Media
by: Kalyuzhnyi, Yurij V., et al.
Published: (2023)
by: Kalyuzhnyi, Yurij V., et al.
Published: (2023)
Extending Granular Resistive Force Theory to Cohesive Powder-scale Media
by: Kerimoglu, Deniz, et al.
Published: (2024)
by: Kerimoglu, Deniz, et al.
Published: (2024)
Transient Elasticity -- A Unifying Framework for Thixotropy, Polymers, and Granular Media
by: Liu, Mario
Published: (2024)
by: Liu, Mario
Published: (2024)
Self-Consistent Fourier-Tschebyshev Representations of the First Normal Stress Difference in Large Amplitude Oscillatory Shear
by: King, Nicholas, et al.
Published: (2025)
by: King, Nicholas, et al.
Published: (2025)
Interparticle Interactions in Nonlocal Media: Attraction and Repulsion from Charge-Polarization Coupling
by: Behjatian, Ali, et al.
Published: (2026)
by: Behjatian, Ali, et al.
Published: (2026)
Field-mediated active dynamical bonds
by: Li, Yuanmei, et al.
Published: (2026)
by: Li, Yuanmei, et al.
Published: (2026)
Simulating hydrodynamic interactions in colloidal suspensions using multiparticle collision dynamics with rigid-body constraints
by: Bush, Michaela, et al.
Published: (2026)
by: Bush, Michaela, et al.
Published: (2026)
Similar Items
-
Director Deformations, Geometric Frustration, and Modulated Phases in Liquid Crystals
by: Selinger, Jonathan V.
Published: (2021) -
A Differentiable Framework for Gradient Enhanced Damage with Physics-Augmented Neural Networks in JAX-FEM
by: Wilkinson, Mark, et al.
Published: (2026) -
Boundaries Program Deformation in Isolated Active Networks
by: Lin, Zixiang, et al.
Published: (2025) -
Self-Consistent Field Theory for Semiflexible Gaussian Chain Model
by: Oya, Yutaka, et al.
Published: (2025) -
A Physics Preserving Neural Network Based Approach for Constitutive Modeling of Isotropic Fibrous Materials
by: Parvez, Nishan, et al.
Published: (2024)