Copertina

Fast phase prediction of charged polymer blends by white-box machine learning surrogates

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Ellis, Clayton, Fang, Xinyi, Balzer, Christopher, Quah, Timothy, Shell, M. Scott, Fredrickson, Glenn H., Gu, Mengyang
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Soft Condensed Matter Applications
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Bayesian sparse modeling for interpretable prediction of hydroxide ion conductivity in anion-conductive polymer membranes
di: Murakami, Ryo, et al.
Pubblicazione: (2025)

Model-free estimation in scattering analysis of microscopy
di: Lin, Tong, et al.
Pubblicazione: (2026)

Ab initio uncertainty quantification in scattering analysis of microscopy
di: Gu, Mengyang, et al.
Pubblicazione: (2023)

Irreversible charging caused by energy dissipation from depinning of droplets on polymer surfaces
di: Chen, Shuaijia, et al.
Pubblicazione: (2024)

Measuring topological constraint relaxation in ring-linear polymer blends
di: Vigil, Daniel L., et al.
Pubblicazione: (2024)

Emergence of Disordered Hyperuniformity in Melts of Linear Diblock Copolymers
di: Chen, Duyu, et al.
Pubblicazione: (2023)

Confusion-driven machine learning of structural phases of a flexible, magnetic Stockmayer polymer
di: Perera, Dilina, et al.
Pubblicazione: (2025)

Spinodal decomposition in filled polymer blends exhibiting upper critical solution temperature behavior
di: Chervanyov, A. I.
Pubblicazione: (2026)

Pre-charging polymer surfaces enhances droplet mobility and electrification
di: Chen, Shuaijia, et al.
Pubblicazione: (2026)

Polydisperse polymer fractionation between phases
di: de Souza, J. Pedro, et al.
Pubblicazione: (2024)

Entropic phase separation in polymer--vitrimer melts
di: Constantinou, A. A. Rispo, et al.
Pubblicazione: (2026)

Modeling of polymer phase transition from crystalline to conformationally disordered phase
di: Atrazhev, V. V., et al.
Pubblicazione: (2026)

Learning Continuum-level Closures For Control of Interacting Active Particles
di: Quah, Titus, et al.
Pubblicazione: (2025)

Machine learning based prediction of dynamical clustering in granular gases
di: Sata, Sai Preetham, et al.
Pubblicazione: (2025)

Molecular simulations of phase separation in elastic polymer networks
di: Yokoyama, Takahiro, et al.
Pubblicazione: (2025)

Entropy-driven phase behaviour of all-DNA associative polymers
di: Guerra, Francesco Tosti, et al.
Pubblicazione: (2025)

White-box machine learning for uncovering physically interpretable dimensionless governing equations for granular materials
di: Han, Xu, et al.
Pubblicazione: (2025)

Kinetic phase diagram for two-step nucleation in colloid-polymer mixtures
di: Gispen, Willem, et al.
Pubblicazione: (2025)

Is gelation a singularity or a flow induced instability?
di: Dedola, Manuel, et al.
Pubblicazione: (2026)

Interplay between self-assembly and phase separation in a polymer-complex model
di: Li, Tianhao, et al.
Pubblicazione: (2023)

Liquid-liquid phase separation driven by charge heterogeneity
di: Notarmuzi, Daniele, et al.
Pubblicazione: (2024)

Theory of polymers in binary solvent solutions: mean-field free energy and phase behavior
di: Marcato, Davide, et al.
Pubblicazione: (2024)

Equilibrium phases and phase transitions in multicritical magnetic polymers
di: Raiola, Alberto, et al.
Pubblicazione: (2025)

No time for surface charge: how bulk conductivity hides charge patterns from KPFM in contact-electrified surfaces
di: Pertl, Felix, et al.
Pubblicazione: (2025)

Tunability of Dissipative Particle Dynamics simulations for Excluded Volume and Hydrodynamic Interactions in polymer solutions and Rheological predictions
di: Jana, Sanjay, et al.
Pubblicazione: (2024)

Complex topologies in phase separated droplets predicted from universal phase diagram
di: Kumar, Amit, et al.
Pubblicazione: (2025)

Diffusion, phase behavior and gelation in a two-dimensional layer of colloids in osmotic equilibrium with a polymer reservoir
di: Griffiths, Sam E, et al.
Pubblicazione: (2021)

Packing and ejection dynamics of polymers: Role of confinement, polymer stiffness and activity
di: Upadhyay, Gokul, et al.
Pubblicazione: (2024)

A framework for modeling and inferring tracer diffusion in crowded environments
di: Lee, Jinseok, et al.
Pubblicazione: (2026)

Physico-chemical study of polymer mixtures formed by a polycation and a zwitterionic copolymer in aqueous solution and upon adsorption onto negatively charged surfaces
di: Fernandez-Pena, Laura, et al.
Pubblicazione: (2024)

Cosolvency response in polymer brushes
di: Yong, Huaisong, et al.
Pubblicazione: (2026)

On modeling fracture of soft polymers
di: Konale, Aditya, et al.
Pubblicazione: (2024)

Phantom chain simulations for fracture of polymer networks created from star polymer mixtures of different functionalities
di: Masubuchi, Yuichi
Pubblicazione: (2023)

Curved crack paths are predicted by elastic-charges
di: Szachter, Oran, et al.
Pubblicazione: (2025)

Inverse design of drying-induced assembly of multicomponent colloidal-particle films using surrogate models
di: Kundu, Mayukh, et al.
Pubblicazione: (2025)

Conformational properties of active semiflexible polymers
di: Eisenstecken, Thomas, et al.
Pubblicazione: (2016)

Thermal conductivity of bottle-brush polymers
di: Maurya, Manoj Kumar, et al.
Pubblicazione: (2023)

Colloidal Magnus effect in polymer solutions
di: De Corato, Marco, et al.
Pubblicazione: (2025)

Active polymers translocate faster in confinement
di: Prathyusha, K. R., et al.
Pubblicazione: (2025)

Solvent isotopic effect on the phase transition of lyotropic chromonic liquid crystals: Heavy water makes mesogens less charged
di: Cheon, Jiyong, et al.
Pubblicazione: (2024)