Yield-prediction models for efficient exfoliation of soft layered materials into nanosheets

Yield-prediction models were studied for efficient exfoliation of soft layered materials stacked via van der Waals interactions with the assistance of machine learning on small experimental data. High-yield exfoliation of graphite and layered organic polymer was achieved under the conditions guided by the models in a limited number of experiments.

Automated summary

Yield-prediction models assisted by machine learning were used to efficiently exfoliate soft layered materials stacked through van der Waals interactions. High-yield exfoliation of graphite and layered organic polymers was achieved under guided conditions in a limited number of experiments.