Sijie Fu

Sijie Fu

he/him

AI4Science | Computational Chemistry | Machine Learning | Data Science | 4th-year Ph.D. student at CMU

Autonomous and Closed-loop Determination of Hansen Solubility Parameters (HSPs) in a Cloud Lab

Start Date:

  • An autonomous and closed-loop framework to use a cloud lab and AI for on-the-fly experiment planning and optimization, experiment execution, and result analysis in loops with minimal human supervision. One click of a button is all you need.
  • Computer vision for result analysis: YOLO for object detection and edge detection for analyzing liquid interfaces.
  • Batch-mode active learning for batch experiment optimization with optimal efficiency by explore+exploit strategies.

I gave a talk on this project at the 2024 Chemistry Graduate Summer Seminar at Carnegie Mellon University.