Cover Image

Machine Learning Inversion from Small-Angle Scattering for Charged Polymers

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ding, Lijie, Tung, Chi-Huan, Carrillo, Jan-Michael Y., Chen, Wei-Ren, Do, Changwoo
Format:	Preprint
Published:	2025
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

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

Deep Learning the Small-Angle Scattering of Polydisperse Hard Rods
by: Ding, Lijie, et al.
Published: (2026)

Deciphering the Small-Angle Scattering of Polydisperse Hard Spheres using Deep Learning
by: Ding, Lijie, et al.
Published: (2025)

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

Machine Learning-Assisted Profiling of Ladder Polymer Structure using Scattering
by: Ding, Lijie, et al.
Published: (2024)

Scattering-Based Structural Inversion of Soft Materials via Kolmogorov-Arnold Networks
by: Tung, Chi-Huan, et al.
Published: (2024)

ToPolyAgent: AI Agents for Coarse-Grained Topological Polymer Simulations
by: Ding, Lijie, et al.
Published: (2025)

Machine Learning-Informed Scattering Correlation Analysis of Sheared Colloids
by: Ding, Lijie, et al.
Published: (2024)

Off-Lattice Markov Chain Monte Carlo Simulations of Mechanically Driven Polymers
by: Ding, Lijie, et al.
Published: (2024)

Scattering Insights into Shear-Induced Scission of Rod-like Micelles
by: Huang, Guan-Rong, et al.
Published: (2025)

ColPackAgent: Agent-Skill-Guided Hard-Particle Monte Carlo Workflows for Colloidal Packing
by: Ding, Lijie, et al.
Published: (2026)

Elongated particles in flow: Commentary on small angle scattering investigations
by: Huang, Guan-Rong, et al.
Published: (2025)

Desmearing two-dimensional small-angle neutron scattering data by central moment expansions
by: Huang, Guan-Rong, et al.
Published: (2025)

Small-Angle X-ray Scattering Unveils the Internal Structure of Lipid Nanoparticles
by: Spinozzi, Francesco, et al.
Published: (2023)

Complex Effects of Salt on Small-Angle X-ray Scattering of BSA Originate From the Interplay of Ions and Hydration Water
by: Dhiman, Anshika, et al.
Published: (2026)

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

Computational Reverse Engineering Analysis of Scattering Experiments Method for Interpretation of 2D Small-Angle Scattering Profiles (CREASE-2D)
by: Akepati, Sri Vishnuvardhan Reddy, et al.
Published: (2024)

Insights into Formation of Bicontinuous Emulsion Gels via in-situ (Ultra-)Small Angle X-ray Scattering
by: Alting, Meyer T., et al.
Published: (2025)

Machine Learning-integrated Multiscale Simulation Framework: Bridging Scales in Associative Polymer-Colloid Suspensions
by: Abdolahi, Jalal, et al.
Published: (2026)

Comprehensive Structural Characterization of Charged Polymers Involved in Moisture-Driven Direct Air Capture
by: Yogaganeshan, Gayathri, et al.
Published: (2025)

Shear-enhanced Liquid Crystal Spinning of Conjugated Polymer Fibers
by: Jiang, Hao, et al.
Published: (2024)

Autonomous Small-Angle Scattering for Accelerated Soft Material Formulation Optimization
by: Martin, Tyler B., 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)

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

Polymer Composites Informatics for Flammability, Thermal, Mechanical and Electrical Property Predictions
by: Tran, Huan, et al.
Published: (2024)

A New Approach to the Glass Transition of Percolated Polymers from the Perspective of Thermal Volume Expansion
by: Krüger, Jan-Kristian, et al.
Published: (2025)

Experimental evidence of non-equilibrium phase separation in supercritical fluids
by: Lee, Juho, et al.
Published: (2025)

From Connectivity to Rupture: A Coarse-Grained Stochastic Network Dynamics Approach to Polymer Network Mechanics
by: Mohanty, Shaswat, et al.
Published: (2026)

An Encoder-Decoder Foundation Chemical Language Model for Generative Polymer Design
by: Sahu, Harikrishna, et al.
Published: (2025)

polyRETRO: a Language Model Approach to predict Polymerization Class and Monomer(s) for a Target Polymer
by: Agarwal, Sakshi, et al.
Published: (2025)

Mesoscale Polymer Arrays: High Aspect Ratio Surface Structures and Their Digital Reconstruction
by: Moed, Demi E., et al.
Published: (2024)

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

Deciphering the Structure of Push-Pull Conjugated Polymer Aggregates in Solution and Film
by: Chaney, Thomas P., et al.
Published: (2025)

AI-Driven Design of poly(ethylene terephthalate)-replacement copolymers
by: Kim, Chiho, et al.
Published: (2025)

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

Hydrodynamic Modeling of Odd Nematic Elasticity in Liquid Crystals
by: Mou, Zeyang, et al.
Published: (2026)

Predicting the Brittle-to-Ductile Transition in Amorphous Polymers
by: Ginzburg, Valeriy V., et al.
Published: (2026)

Membrane Charge Effects on Solute Transport in Polyamide Membranes
by: Liu, Suwei, et al.
Published: (2025)

Flow of Electrically Charged Fluids Through Elastic Porous Media
by: Yang, Jiashi
Published: (2024)

CREASE-2D Analysis of Small Angle X-ray Scattering Data from Supramolecular Dipeptide Systems
by: Gupta, Nitant, et al.
Published: (2025)