Chi-Huan Tung et al.: Inferring effective electrostatic interaction of charge-stabilized colloids from scattering using deep learning ##ChargeStabilizedColloids##SmallAngleScattering##DeepLearning... ##IUCrhttps://journals.iucr.org/paper?S1600576724004515
Inferring effective electrostatic interaction of charge-stabilized colloids from scattering using deep learning
A deep learning approach has been developed for analyzing small-angle scattering data, effectively addressing the potential inversion problem in colloids. The method is validated using both simulation results and experimental spectra of charged silica suspensions and is shown to outperform existing approaches in accuracy and efficiency. This study highlights the potential of deep learning in soft-matter research.
journals.iucr.org
June 28, 2024 at 12:01 AM
Chi-Huan Tung et al.: Inferring effective electrostatic interaction of charge-stabilized colloids from scattering using deep learning ##ChargeStabilizedColloids##SmallAngleScattering##DeepLearning... ##IUCrhttps://journals.iucr.org/paper?S1600576724004515