Imagen de Portada

Machine Learning-Enabled Mechanical Analysis and Optimization of Bioinspired Functionally Graded Materials

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Yang, Zhangke, Meng, Zhaoxu
Formato:	Preprint
Publicado:	2026
Materias:	Soft Condensed Matter
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Bioinspired polymer-incorporating self-lubricating and antifouling hydrogels
por: Lin, Weifeng, et al.
Publicado: (2024)

Machine Eye for Defects: Machine Learning-Based Solution to Identify and Characterize Topological Defects in Textured Images of Nematic Materials
por: Ren, Haijie, et al.
Publicado: (2023)

Colloidal Pivots Enable Brownian Metamaterials and Machines
por: Melio, Julio, et al.
Publicado: (2025)

A Generic Explanation of the Mechanism of Co-solvency
por: Zhang, Xiangyu, et al.
Publicado: (2025)

Cooperative Function with Thermal Fluctuations in Mechanical Networks
por: Pisanty, Ben, et al.
Publicado: (2025)

Turning Porous Functional Materials into Directional Transport Platforms with Unidirectional Surface Acoustic Waves
por: Jayakumar, Sujith, et al.
Publicado: (2026)

Observing the Glass and Jamming Transitions of Dense Granular Material in Microgravity
por: Mayo, Christopher, et al.
Publicado: (2025)

Advanced Manufacturing with Renewable and Bio-based Materials: AI/ML workflows and Process Optimization
por: Advincula, Rigoberto, et al.
Publicado: (2026)

Mechanical Degradation of Unentangled Polymer Melts under Uniaxial Extensional Flow
por: Wang, Mingchao, et al.
Publicado: (2025)

Emergent Information Formation in Prebiotic Protocell Clusters: A Computational Mechanics Framework of $ε$-Machines and Attractor Memory
por: Massoth, Michael
Publicado: (2026)

Tracking Janus microswimmers in 3D with Machine Learning
por: Bailey, Maximilian, et al.
Publicado: (2022)

Machine-Learning Potentials for Efficient Simulations of Anisotropic Colloids
por: Argun, B. Rusen, et al.
Publicado: (2025)

Shape Characterization of Ferrous Burden Material of Blast Furnace Feed using Image Analysis
por: Chakrabarty, Arijit, et al.
Publicado: (2025)

A Machine Learning Closure for Polymer Integral Equation Theory
por: Feng, Zhihao, et al.
Publicado: (2025)

Graph-Coarsening for Machine Learning Coarse-grained Molecular Dynamics
por: Mondal, Soumya, et al.
Publicado: (2025)

How Machine Learning Predicts Fluid Densities under Nanoconfinement
por: Li, Yuanhao
Publicado: (2025)

Molecular Dynamics Simulations of Microscopic Structural Transition and Macroscopic Mechanical Properties of Magnetic Gels
por: Wei, Xuefeng, et al.
Publicado: (2024)

PBPU Elastomer Network Architecture Determination via Corresponding States Analysis of Mechanical Behavior
por: Das, Sushanta, et al.
Publicado: (2025)

Learning Neural Free-Energy Functionals with Pair-Correlation Matching
por: Dijkman, Jacobus, et al.
Publicado: (2024)

Characterizing Different Motility Induced Regimes in Active Matter with Machine Learning and Noise
por: McDermott, D., et al.
Publicado: (2023)

Relationship between Structure and Dynamics of an Icosahedral Quasicrystal using Unsupervised Machine Learning
por: Bedolla-Montiel, Edwin A., et al.
Publicado: (2025)

Local and Global Dynamics of a Functionally Graded Dielectric Elastomer Plate
por: Alibakhshi, Amin, et al.
Publicado: (2024)

Polyamorphism in Glassy Network Materials
por: Hall-Brown, Max, et al.
Publicado: (2026)

From Knots to Crystals: Machine-Learned Potentials for Self-Assembling Topological Solitons in Liquid Crystals
por: Bupathy, Arunkumar, et al.
Publicado: (2025)

Fracture Characterization of Bioinspired Irregular Network Reinforced Composites
por: Fox, Chelsea, et al.
Publicado: (2024)

Gyratory Shearing Compaction of Granular Materials
por: Man, Teng
Publicado: (2019)

Cornerstones are the Key Stones: Using Interpretable Machine Learning to Probe the Clogging Process in 2D Granular Hoppers
por: Hanlan, Jesse M., et al.
Publicado: (2024)

Surface Material Dependence in Powder Triboelectric Charging
por: O'Hara, Tom F., et al.
Publicado: (2025)

Mechanics of heterogeneous fiber networks
por: Choi, Kyu Hwan, et al.
Publicado: (2026)

Mechanics of pressurized cellular sheets
por: Chandler, Thomas G. J., et al.
Publicado: (2024)

The Extreme Mechanics of Viscoelastic Metamaterials
por: Dykstra, David M. J., et al.
Publicado: (2022)

Nonlinear Mechanics of Arterial Growth
por: Kumar, Aditya, et al.
Publicado: (2025)

Thermodynamic and Transport Properties of Binary Mixtures of Polyethylene and Higher n-Alkanes from Physics-Informed and Machine-Learned Models
por: Ley-Flores, Maria, et al.
Publicado: (2024)

Geomimicry: Emergent Dynamics in Earth-Mediated Complex Materials
por: Pradeep, Shravan, et al.
Publicado: (2025)

Anomalous Creep as a Precursor to Failure in Granular Materials
por: Farain, Kasra, et al.
Publicado: (2025)

Rubber Wear: History, Mechanisms, and Perspectives
por: Xu, R., et al.
Publicado: (2025)

Mechanical instability generates monodisperse colloidosomes
por: Shin, Seungwoo, et al.
Publicado: (2025)

Bending Mechanics of Biomimetic Scale Plates
por: Sarkar, Pranta Rahman, et al.
Publicado: (2024)

Lipid Lateral Diffusion: Mechanisms and Modulators
por: Sharma, V. K., et al.
Publicado: (2024)

Unraveling the Mechanisms of Ultrasound-Induced Mechanical Degradation of Microgels: Effects of Mechanoresponsive Crosslinks, Softness, and Core-Shell Architecture
por: Petrunin, Alexander V., et al.
Publicado: (2026)