2 papers
cond-mat.dis-nn2026
Autoencoder-Based Unsupervised Identification of Nonequilibrium Phases in Sheared Binary Colloids
Yoshitaka Miyahara, Taiki Haga
Identifying nonequilibrium phases in particle systems remains a major challenge because they often exhibit complex and spatially heterogeneous structures without long-range order.…
cond-mat.soft2024
Unsupervised classification of disordered patterns in an oppositely charged colloidal system
Yoshitaka Miyahara, Taiki Haga
We develop an unsupervised machine learning approach to classify disordered phases in a system of oppositely charged colloids. In this system, the interplay between Coulomb and van…