Machine-learning-assisted prediction of the size of microgels prepared by aqueous precipitation polymerization DOI
Daisuke Suzuki, Haruka Minato,

Yuji Sato

et al.

Chemical Communications, Journal Year: 2024, Volume and Issue: 60(93), P. 13678 - 13681

Published: Jan. 1, 2024

We report a linear-regression model that can predict microgel size using machine learning method, sparse modeling for small data.

Language: Английский

In-Situ Characterization of Microgel Monolayers: Controlling Isostructural Phase Transitions for Homogeneous Crystal Drying Patterns DOI Creative Commons
Antonio Rubio-Andrés, Delfi Bastos‐González, Miguel Ángel Fernández-Rodríguez

et al.

Journal of Colloid and Interface Science, Journal Year: 2025, Volume and Issue: 688, P. 328 - 340

Published: Feb. 22, 2025

Language: Английский

Citations

1
Relationship between π–A isotherms and single microgel/microgel array structures revealed via the direct visualization of microgels at the air/water interface DOI Creative Commons
Takahisa Kawamoto, Haruka Minato, Daisuke Suzuki

et al.

Soft Matter, Journal Year: 2024, Volume and Issue: 20(29), P. 5836 - 5847

Published: Jan. 1, 2024

The structures of single microgels and microgel arrays at the air/water interface were directly visualized correlated with π – A isotherms to understand compression behavior soft deformable interface.

Language: Английский

Citations

6
Nano/microparticle-based tough and recyclable polymers toward a sustainable society DOI Creative Commons
Yuma Sasaki, Yuichiro Nishizawa, Takuma Kureha

et al.

Chemical Communications, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

By virtue of their unique properties, polymer nano/microparticles constitute important building blocks for the construction functional nanomaterials.

Language: Английский

Citations

0
Elastomer Particle Monolayers Formed by the Compression of Poly(methyl acrylate) Microparticles at an Air/Water Interface DOI Creative Commons
Yuma Sasaki, Yuichiro Nishizawa, Natsuki Watanabe

et al.

Macromolecular Rapid Communications, Journal Year: 2024, Volume and Issue: unknown

Published: Sept. 25, 2024

Abstract In the previous study ( Green Chem ., 2023 , 25 3418), highly stretchable and mechanically tough poly(methyl acrylate) (pMA) microparticle‐based elastomers can be formed by drying a microparticle‐containing aqueous dispersion. This discovery has potential to overcome mechanical weakness of industrially produced latex films. However, in 3D‐arranged particle films, structural complexity, such as existence defects, makes it difficult clearly understand relationship between film structure its properties. this study, 2D‐ordered pMA monolayers at air/water interface Langmuir trough are prepared. Under high compression interface, microparticles contact their neighboring particles, resulting successfully transferred onto solid substrate. The monolayer films is linked an increase elastic modulus on substrate evident from local Young's mapping using atomic force microscopy. Thus, with different properties created trough.

Language: Английский

Citations

2
Machine-learning-assisted prediction of the size of microgels prepared by aqueous precipitation polymerization DOI
Daisuke Suzuki, Haruka Minato,

Yuji Sato

et al.

Chemical Communications, Journal Year: 2024, Volume and Issue: 60(93), P. 13678 - 13681

Published: Jan. 1, 2024

We report a linear-regression model that can predict microgel size using machine learning method, sparse modeling for small data.

Language: Английский

Citations

1