2 papers
cond-mat.soft2025
Composition-agnostic prediction of self-assembly in multicomponent amphiphile mixtures from molecular structure
Yuuki Ishiwatari, Takahiro Yokoyama, Tomoya Kojima +2
Predicting self-assembly in multi-component amphiphilic systems is challenging due to the complexity of intercomponent interactions and the combinatorial growth of possible formula…
cond-mat.soft2024
Machine learning-enabled exploration of mesoscale architectures in amphiphilic-molecule self-assembly
Takeo Sudo, Satoki Ishiai, Yuuki Ishiwatari +3
Amphiphilic molecules spontaneously form self-assembled structures of various shapes depending on their molecular structures, the temperature, and other physical conditions. The fu…