| Abstract Scope |
Application of new experimental platform, Lab-on-a-crystal to measure optical, electrical, gravimetric, and viscoelastic properties of the same thin film under dynamic environment. The Lab-on-a-crystal enables high-throughput multifunctional materials characterization on a continuous scale, from meso scale down to nanoscale on the same h film. The system uses specially modified AT cut quartz crystal microbalance, QCM, and additional to enable electrical (impedance, resistance), optical, gravimetric, viscoelastic measurements simultaneously under controlled environment (light, gas, vapor atmosphere). We will show how machine learning tools can be used to correlate different functional properties of a thin film during exposure to environment during exposure to environment.
Acknowledgement
This research was conducted at the Center for Nanophase Materials Sciences, which is a DOE Office of Science User Facility.
Machine Learning-Enabled Correlation and Modeling of Multimodal Response of Thin Film to Environment on Macro and Nanoscale Using "Lab-on-a-Crystal" Adv. Funct. Mater. (2020) DOI: 10.1002/adfm.201908010 |