Cover Image

Machine Learning-integrated Multiscale Simulation Framework: Bridging Scales in Associative Polymer-Colloid Suspensions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Abdolahi, Jalal, Robe, Dominic M., Larson, Ronald G., Hajizadeh, Elnaz
Format:	Preprint
Published:	2026
Subjects:	Soft Condensed Matter Materials Science
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

StrAPS: Structural Angular Power Spectrum for Discovering Novel Morphologies in Block Copolymers
by: Robe, Dominic M., et al.
Published: (2026)

Structure and rheology of multi-chain amphiphilic block copolymers under shear in dilute solutions
by: Ahangar, Ehsan Kamali, et al.
Published: (2026)

Concentration-dependent shear response of multi-chain amphiphilic block copolymer self-assemblies
by: Ahangar, Ehsan Kamali, et al.
Published: (2026)

Procedural Construction of Atomistic Polyurethane Block Copolymer Models for High Throughput Simulations
by: Robe, Dominic, et al.
Published: (2024)

Bacterial cell death: Atomistic simulations reveal pore formation as a mode of action of structurally nano engineered star peptide polymers
by: Jayawardena, Amal, et al.
Published: (2024)

Molecular Dynamics Simulations of Membrane Selectivity of Star Peptides Across Different Bacterial and Mammalian Bilipids
by: Jayawardena, Amal, et al.
Published: (2025)

Inhomogeneous Diffusion in Confined Colloidal Suspensions
by: Jung, Gerhard, et al.
Published: (2025)

Delayed Gravitational Collapse of Attractive Colloidal Suspensions
by: Torre, Kim William, et al.
Published: (2024)

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

Persistence of Coffee-Ring Deposits in Concentrated Suspensions of Anisotropic Colloids
by: Nielsen, Samuel S., et al.
Published: (2025)

Lipidation-induced bacterial cell membrane translocation of star-peptides
by: Jayawardena, Amal, et al.
Published: (2025)

Evanescent Gels: Competition Between Sticker Dynamics and Single Chain Relaxation
by: Robe, Dominic, et al.
Published: (2023)

Machine Learning for Polymer Chemical Resistance to Organic Solvents
by: Kunieda, Shogo, et al.
Published: (2025)

Ready-to-Use Polymerization Simulations Combining Universal Machine Learning Interatomic Potential with Time-Dependent Bond Boosting for Polymer and Interface Design
by: Mori, Hodaka, et al.
Published: (2025)

Microscopic Theory of Nonlinear Rheology and Double Yielding in Dense Attractive Glass Forming Colloidal Suspensions
by: Mutneja, Anoop, et al.
Published: (2025)

Shape of Dynamical Heterogeneities and the Stokes-Einstein and Stokes-Einstein-Debye Relations in Suspensions of Colloidal Ellipsoids
by: Mishra, Chandan K, et al.
Published: (2014)

Machine Learning Inversion from Small-Angle Scattering for Charged Polymers
by: Ding, Lijie, et al.
Published: (2025)

Simulating Crystallization in a Colloidal System Using State Predictive Information Bottleneck based Enhanced Sampling
by: Meraz, Vanessa J., et al.
Published: (2024)

Characterization of Morphology Evolution in a Polymer-Clay Nanocomposite using Multiscale Simulations
by: Khana, Parvez, et al.
Published: (2025)

Assembly of Complex Colloidal Systems Using DNA
by: Jacobs, William M., et al.
Published: (2024)

Nonequilibrium Probability Currents in Optically-Driven Colloidal Suspensions
by: Thapa, Samudrajit, et al.
Published: (2023)

CO2-induced Drastic Decharging of Dielectric Surfaces in Aqueous Suspensions
by: Vogel, Peter, et al.
Published: (2024)

The Role of Hydrogen Bridging Bonds in the Shear-Thickening and Jamming of Dense Suspensions
by: Kim, Hojin, et al.
Published: (2026)

Multiscale contact mechanics for elastoplastic contacts
by: Almqvist, Andreas, et al.
Published: (2025)

Deciphering the Scattering of Mechanically Driven Polymers using Deep Learning
by: Ding, Lijie, et al.
Published: (2025)

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

Effect of Particle Shape on Stratification in Drying Films of Binary Colloidal Mixtures
by: Liu, Binghan, et al.
Published: (2025)

Dynamics of Polyalkylfluorene Conjugated Polymers: Insights from Neutron Spectroscopy and Molecular Dynamics Simulations
by: Zbiri, Mohamed, et al.
Published: (2024)

Imprinting Macroscopic Fracture during Gelation: A Mechanism for Tuning Colloidal Gels
by: Smit, Wilbert J., et al.
Published: (2025)

Transformable Super-Isostatic Crystals Self-Assembled from Segment Colloidal Rods
by: Hu, Ji-Dong, et al.
Published: (2023)

Nano-silica based Aqueous Colloidal Gels as Eco-friendly Thixotropic Lubricant
by: Kumar, Arun, et al.
Published: (2025)

Topological Dissipation as the Missing Link in Multiscale Polymer Dynamics
by: Zhang, Xu-Ze, et al.
Published: (2025)

Understanding Polymer-Colloid Gels: A Solvent Perspective Using Low-Field NMR
by: Hervéou, Léo, et al.
Published: (2024)

Machine Learning Inversion from Scattering for Mechanically Driven Polymers
by: Ding, Lijie, et al.
Published: (2024)

Competitive Adsorption in Polymer Nanocomposites: The Molecular Weight and End-Group Effect Revealed by SANS and MD Simulations
by: Kong, Tae Yeon, et al.
Published: (2025)

Driven Polymer Translocation through a Nanopore from a Confining Channel
by: Emamyari, Soheila, et al.
Published: (2025)

Predicting Polymer Brush Behavior in Solvents using the Steepest-Entropy-Ascent Quantum Thermodynamic Framework
by: McDonald, Jared, et al.
Published: (2023)

Colloidal quasi-2D Methylammonium Lead Bromide Perovskite Nanostructures with Tunable Shape and High Chemical Stability
by: Klein, Eugen, et al.
Published: (2024)

Multiscale analysis and lifetime prediction of adhesive lap joints in contact with aggressive environments
by: Ariza, M. P., et al.
Published: (2025)

Active Sparse Bayesian Committee Machine Potential for Isothermal-Isobaric Molecular Dynamics Simulations
by: Willow, Soohaeng Yoo, et al.
Published: (2024)