3 papers
cond-mat.soft2025
A Machine Learning Closure for Polymer Integral Equation Theory
Zhihao Feng, Christian T. Randolph, Tyler B. Martin +1
Polymer reference interaction site model (PRISM) theory, a descendant of Ornstein-Zernike liquid state theory, is a powerful tool to predict the structure and thermodynamics of equ…
cond-mat.soft2025
AutoSAS: a new human-aside-the-loop paradigm for automated SAS fitting for high throughput and autonomous experimentation
Duncan R. Sutherland, Rachel Ford, Yun Liu +2
The advancement of artificial-intelligence driven autonomous experiments demands physics-based modeling and decision-making processes, not only to improve the accuracy of the exper…
cond-mat.soft2025
Autonomous Small-Angle Scattering for Accelerated Soft Material Formulation Optimization
Tyler B. Martin, Duncan R. Sutherland, Austin McDannald +2
The pace of soft material formulation (re)development and design is rapidly increasing as both consumers and new legislation demand products that do less harm to the environment wh…