1 citations · 1 across the 3 of their papers we have counts for
4 papers
Hidden Phase Transition in Single-Polymer Stretching under Elongational Flow
Aiqing Zhu, Fushuai Wang, Eleonore Vissol-Gaudin +2
Using machine learning, we identify a second transition in polymer chain stretching driven by planar elongational flow, beyond the well-known coil-stretch transition. We achieve th…
Identifiable learning of dissipative dynamics
Aiqing Zhu, Beatrice W. Soh, Grigorios A. Pavliotis +1
Complex dissipative systems appear across science and engineering, from polymers and active matter to learning algorithms. These systems operate far from equilibrium, where energy…
Constructing Custom Thermodynamics Using Deep Learning
Xiaoli Chen, Beatrice W. Soh, Zi-En Ooi +5
One of the most exciting applications of artificial intelligence (AI) is automated scientific discovery based on previously amassed data, coupled with restrictions provided by know…
Automated Electrokinetic Stretcher for Manipulating Nanomaterials
Beatrice W. Soh, Zi-En Ooi, Eleonore Vissol-Gaudin +2
In this work, we present an automated platform for trapping and stretching individual micro- and nanoscale objects in solution using electrokinetic forces. The platform can trap ob…